Group Members:
Features are computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. They describe characteristics of the cell nuclei present in the image. In the 3-dimensional space is that described in: [K. P. Bennett and O. L. Mangasarian: "Robust Linear Programming Discrimination of Two Linearly Inseparable Sets", Optimization Methods and Software 1, 1992, 23-34].
Link to UCI Machine Learning Repository for Dataset: https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29
Attribute Information:
Ten real-valued features are computed for each cell nucleus:
The mean, standard error and "worst" or largest (mean of the three largest values) of these features were computed for each image, resulting in 30 features. For instance, field 3 is Mean Radius, field 13 is Radius SE, field 23 is Worst Radius.
All feature values are recoded with four significant digits.
Missing attribute values: None
Class distribution:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import scipy as sp
import warnings
import os
warnings.filterwarnings("ignore")
import datetime
df=pd.read_csv('breast_cancer.csv')
df.head() #displaying the head of dataset
| id | diagnosis | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave points_mean | ... | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave points_worst | symmetry_worst | fractal_dimension_worst | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 842302 | M | 17.99 | 10.38 | 122.80 | 1001.0 | 0.11840 | 0.27760 | 0.3001 | 0.14710 | ... | 17.33 | 184.60 | 2019.0 | 0.1622 | 0.6656 | 0.7119 | 0.2654 | 0.4601 | 0.11890 | NaN |
| 1 | 842517 | M | 20.57 | 17.77 | 132.90 | 1326.0 | 0.08474 | 0.07864 | 0.0869 | 0.07017 | ... | 23.41 | 158.80 | 1956.0 | 0.1238 | 0.1866 | 0.2416 | 0.1860 | 0.2750 | 0.08902 | NaN |
| 2 | 84300903 | M | 19.69 | 21.25 | 130.00 | 1203.0 | 0.10960 | 0.15990 | 0.1974 | 0.12790 | ... | 25.53 | 152.50 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.2430 | 0.3613 | 0.08758 | NaN |
| 3 | 84348301 | M | 11.42 | 20.38 | 77.58 | 386.1 | 0.14250 | 0.28390 | 0.2414 | 0.10520 | ... | 26.50 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.17300 | NaN |
| 4 | 84358402 | M | 20.29 | 14.34 | 135.10 | 1297.0 | 0.10030 | 0.13280 | 0.1980 | 0.10430 | ... | 16.67 | 152.20 | 1575.0 | 0.1374 | 0.2050 | 0.4000 | 0.1625 | 0.2364 | 0.07678 | NaN |
5 rows × 33 columns
df.shape
(569, 33)
data_columns = df.columns #displaying the columns of dataset
data_columns
Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',
'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',
'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',
'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',
'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',
'fractal_dimension_se', 'radius_worst', 'texture_worst',
'perimeter_worst', 'area_worst', 'smoothness_worst',
'compactness_worst', 'concavity_worst', 'concave points_worst',
'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],
dtype='object')
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 569 entries, 0 to 568 Data columns (total 33 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 569 non-null int64 1 diagnosis 569 non-null object 2 radius_mean 569 non-null float64 3 texture_mean 569 non-null float64 4 perimeter_mean 569 non-null float64 5 area_mean 569 non-null float64 6 smoothness_mean 569 non-null float64 7 compactness_mean 569 non-null float64 8 concavity_mean 569 non-null float64 9 concave points_mean 569 non-null float64 10 symmetry_mean 569 non-null float64 11 fractal_dimension_mean 569 non-null float64 12 radius_se 569 non-null float64 13 texture_se 569 non-null float64 14 perimeter_se 569 non-null float64 15 area_se 569 non-null float64 16 smoothness_se 569 non-null float64 17 compactness_se 569 non-null float64 18 concavity_se 569 non-null float64 19 concave points_se 569 non-null float64 20 symmetry_se 569 non-null float64 21 fractal_dimension_se 569 non-null float64 22 radius_worst 569 non-null float64 23 texture_worst 569 non-null float64 24 perimeter_worst 569 non-null float64 25 area_worst 569 non-null float64 26 smoothness_worst 569 non-null float64 27 compactness_worst 569 non-null float64 28 concavity_worst 569 non-null float64 29 concave points_worst 569 non-null float64 30 symmetry_worst 569 non-null float64 31 fractal_dimension_worst 569 non-null float64 32 Unnamed: 32 0 non-null float64 dtypes: float64(31), int64(1), object(1) memory usage: 146.8+ KB
df.describe(percentiles=[0.1,0.25,0.45,0.55,0.75,0.95]) #description of dataset
| id | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave points_mean | symmetry_mean | ... | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave points_worst | symmetry_worst | fractal_dimension_worst | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 5.690000e+02 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | ... | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 569.000000 | 0.0 |
| mean | 3.037183e+07 | 14.127292 | 19.289649 | 91.969033 | 654.889104 | 0.096360 | 0.104341 | 0.088799 | 0.048919 | 0.181162 | ... | 25.677223 | 107.261213 | 880.583128 | 0.132369 | 0.254265 | 0.272188 | 0.114606 | 0.290076 | 0.083946 | NaN |
| std | 1.250206e+08 | 3.524049 | 4.301036 | 24.298981 | 351.914129 | 0.014064 | 0.052813 | 0.079720 | 0.038803 | 0.027414 | ... | 6.146258 | 33.602542 | 569.356993 | 0.022832 | 0.157336 | 0.208624 | 0.065732 | 0.061867 | 0.018061 | NaN |
| min | 8.670000e+03 | 6.981000 | 9.710000 | 43.790000 | 143.500000 | 0.052630 | 0.019380 | 0.000000 | 0.000000 | 0.106000 | ... | 12.020000 | 50.410000 | 185.200000 | 0.071170 | 0.027290 | 0.000000 | 0.000000 | 0.156500 | 0.055040 | NaN |
| 10% | 8.531554e+05 | 10.260000 | 14.078000 | 65.830000 | 321.600000 | 0.079654 | 0.049700 | 0.013686 | 0.011158 | 0.149580 | ... | 17.800000 | 72.178000 | 384.720000 | 0.102960 | 0.093676 | 0.045652 | 0.038460 | 0.226120 | 0.065792 | NaN |
| 25% | 8.692180e+05 | 11.700000 | 16.170000 | 75.170000 | 420.300000 | 0.086370 | 0.064920 | 0.029560 | 0.020310 | 0.161900 | ... | 21.080000 | 84.110000 | 515.300000 | 0.116600 | 0.147200 | 0.114500 | 0.064930 | 0.250400 | 0.071460 | NaN |
| 45% | 9.013102e+05 | 12.996000 | 18.342000 | 84.066000 | 518.280000 | 0.094034 | 0.085074 | 0.052838 | 0.029998 | 0.175620 | ... | 24.632000 | 94.352000 | 633.620000 | 0.128900 | 0.199100 | 0.193380 | 0.091348 | 0.275760 | 0.078160 | NaN |
| 50% | 9.060240e+05 | 13.370000 | 18.840000 | 86.240000 | 551.100000 | 0.095870 | 0.092630 | 0.061540 | 0.033500 | 0.179200 | ... | 25.410000 | 97.660000 | 686.500000 | 0.131300 | 0.211900 | 0.226700 | 0.099930 | 0.282200 | 0.080040 | NaN |
| 55% | 9.115064e+05 | 13.694000 | 19.362000 | 88.370000 | 578.060000 | 0.097734 | 0.101740 | 0.071450 | 0.040196 | 0.181840 | ... | 26.008000 | 101.200000 | 726.860000 | 0.134700 | 0.231260 | 0.256000 | 0.109600 | 0.287140 | 0.081740 | NaN |
| 75% | 8.813129e+06 | 15.780000 | 21.800000 | 104.100000 | 782.700000 | 0.105300 | 0.130400 | 0.130700 | 0.074000 | 0.195700 | ... | 29.720000 | 125.400000 | 1084.000000 | 0.146000 | 0.339100 | 0.382900 | 0.161400 | 0.317900 | 0.092080 | NaN |
| 95% | 9.042446e+07 | 20.576000 | 27.150000 | 135.820000 | 1309.800000 | 0.118780 | 0.208700 | 0.243020 | 0.125740 | 0.230720 | ... | 36.300000 | 171.640000 | 2009.600000 | 0.171840 | 0.564120 | 0.682380 | 0.236920 | 0.406160 | 0.119520 | NaN |
| max | 9.113205e+08 | 28.110000 | 39.280000 | 188.500000 | 2501.000000 | 0.163400 | 0.345400 | 0.426800 | 0.201200 | 0.304000 | ... | 49.540000 | 251.200000 | 4254.000000 | 0.222600 | 1.058000 | 1.252000 | 0.291000 | 0.663800 | 0.207500 | NaN |
12 rows × 32 columns
plt.plot(df['radius_mean'], df['perimeter_mean'])
plt.show()
((df.isnull().sum()/len(df))*100).sort_values(ascending=True).plot(kind='barh',figsize=(10,10))
plt.grid(b=True, which='both')
df['diagnosis'].value_counts().plot(kind='barh', figsize=(10,10))
plt.grid(b=True, which='both')
plt.rcParams['figure.figsize'] = (9, 9)
labels=['Benign','Malign']
plt.pie(df['diagnosis'].value_counts(), explode=(0,0.1), labels=labels,autopct='%1.1f%%', shadow=True)
plt.title('diagnosis ', fontsize = 20)
plt.axis('off')
plt.legend()
plt.show()
#To find the missing value in dataset
for i in df.columns:
null_rate=df[i].isnull().sum()/len(df)
if null_rate>0:
print("{}'s null rate {} %'".format(i, round(null_rate,2)))
Unnamed: 32's null rate 1.0 %'
df.head()
| id | diagnosis | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave points_mean | ... | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave points_worst | symmetry_worst | fractal_dimension_worst | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 842302 | M | 17.99 | 10.38 | 122.80 | 1001.0 | 0.11840 | 0.27760 | 0.3001 | 0.14710 | ... | 17.33 | 184.60 | 2019.0 | 0.1622 | 0.6656 | 0.7119 | 0.2654 | 0.4601 | 0.11890 | NaN |
| 1 | 842517 | M | 20.57 | 17.77 | 132.90 | 1326.0 | 0.08474 | 0.07864 | 0.0869 | 0.07017 | ... | 23.41 | 158.80 | 1956.0 | 0.1238 | 0.1866 | 0.2416 | 0.1860 | 0.2750 | 0.08902 | NaN |
| 2 | 84300903 | M | 19.69 | 21.25 | 130.00 | 1203.0 | 0.10960 | 0.15990 | 0.1974 | 0.12790 | ... | 25.53 | 152.50 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.2430 | 0.3613 | 0.08758 | NaN |
| 3 | 84348301 | M | 11.42 | 20.38 | 77.58 | 386.1 | 0.14250 | 0.28390 | 0.2414 | 0.10520 | ... | 26.50 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.17300 | NaN |
| 4 | 84358402 | M | 20.29 | 14.34 | 135.10 | 1297.0 | 0.10030 | 0.13280 | 0.1980 | 0.10430 | ... | 16.67 | 152.20 | 1575.0 | 0.1374 | 0.2050 | 0.4000 | 0.1625 | 0.2364 | 0.07678 | NaN |
5 rows × 33 columns
plt.figure(figsize=(10,10))
sns.kdeplot(df['radius_mean'], hue=df['diagnosis'],shade=True, legend=True)
plt.show()
sns.boxenplot(x=df['diagnosis'], y=df['radius_mean'], hue=df['diagnosis'])
plt.show()
plt.figure(figsize=(10,10))
plt.subplot(2,1,1)
sns.kdeplot(x=df['radius_mean'],hue=df['diagnosis'], shade=True, vertical=False, kernel=str, gridsize=100, legend=True,
shade_lowest=True,cbar=True)
plt.title("Radius vs Diagnonis")
#plt.xlabel("Counts")
plt.show()
plt.subplot(2,1,2)
sns.boxenplot(y=df['radius_mean'],x=df['diagnosis'])
plt.title("Boxenplot")
#plt.xlabel("Counts")
plt.show()
#Visualization
# it is important to see the counts of different type of cancer
#Pairplot helps to plot among the most useful feature
cols=['diagnosis','radius_mean', 'texture_mean', 'perimeter_mean',
'area_mean','smoothness_mean', 'compactness_mean', 'concavity_mean',
'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean']
plt.figure(figsize=(10,10))
sns.pairplot(data=df[cols],hue='diagnosis', palette='RdBu')
<seaborn.axisgrid.PairGrid at 0x2274e69b0d0>
<Figure size 720x720 with 0 Axes>
# Heatmap to find the most correlated features
#generate the corellation matrix
# Generate and visualize the correlation matrix
corr = df.corr().round(2)
# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True
# Set figure size
f, ax = plt.subplots(figsize=(20, 20))
# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)
# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)
plt.tight_layout()
#Dropping less important feature
#dropping all "worst" columns
cols = ['radius_worst',
'texture_worst',
'perimeter_worst',
'area_worst',
'smoothness_worst',
'compactness_worst',
'concavity_worst',
'concave points_worst',
'symmetry_worst',
'fractal_dimension_worst']
df=df.drop(cols, axis=1)
# then, drop all columns related to the "perimeter" and "area" attributes
cols = ['perimeter_mean',
'perimeter_se',
'area_mean',
'area_se']
df=df.drop(cols, axis=1)
# lastly, drop all columns related to the "concavity" and "concave points" attributes
cols = ['concavity_mean',
'concavity_se',
'concave points_mean',
'concave points_se']
df = df.drop(cols, axis=1)
df.columns
Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'smoothness_mean',
'compactness_mean', 'symmetry_mean', 'fractal_dimension_mean',
'radius_se', 'texture_se', 'smoothness_se', 'compactness_se',
'symmetry_se', 'fractal_dimension_se', 'Unnamed: 32'],
dtype='object')
#Correlation Matrix for the most important features
# Generate and visualize the correlation matrix
corr = df.corr().round(2)
# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True
# Set figure size
f, ax = plt.subplots(figsize=(20, 20))
# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)
# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)
plt.tight_layout()
data=pd.read_csv('breast_cancer.csv')
data.drop('Unnamed: 32', axis = 1, inplace = True)
# Getting Features
x = data.drop(columns = 'diagnosis')
# Getting Predicting Value
y = data['diagnosis']
print(x)
print(y)
id radius_mean texture_mean perimeter_mean area_mean \
0 842302 17.99 10.38 122.80 1001.0
1 842517 20.57 17.77 132.90 1326.0
2 84300903 19.69 21.25 130.00 1203.0
3 84348301 11.42 20.38 77.58 386.1
4 84358402 20.29 14.34 135.10 1297.0
.. ... ... ... ... ...
564 926424 21.56 22.39 142.00 1479.0
565 926682 20.13 28.25 131.20 1261.0
566 926954 16.60 28.08 108.30 858.1
567 927241 20.60 29.33 140.10 1265.0
568 92751 7.76 24.54 47.92 181.0
smoothness_mean compactness_mean concavity_mean concave points_mean \
0 0.11840 0.27760 0.30010 0.14710
1 0.08474 0.07864 0.08690 0.07017
2 0.10960 0.15990 0.19740 0.12790
3 0.14250 0.28390 0.24140 0.10520
4 0.10030 0.13280 0.19800 0.10430
.. ... ... ... ...
564 0.11100 0.11590 0.24390 0.13890
565 0.09780 0.10340 0.14400 0.09791
566 0.08455 0.10230 0.09251 0.05302
567 0.11780 0.27700 0.35140 0.15200
568 0.05263 0.04362 0.00000 0.00000
symmetry_mean ... radius_worst texture_worst perimeter_worst \
0 0.2419 ... 25.380 17.33 184.60
1 0.1812 ... 24.990 23.41 158.80
2 0.2069 ... 23.570 25.53 152.50
3 0.2597 ... 14.910 26.50 98.87
4 0.1809 ... 22.540 16.67 152.20
.. ... ... ... ... ...
564 0.1726 ... 25.450 26.40 166.10
565 0.1752 ... 23.690 38.25 155.00
566 0.1590 ... 18.980 34.12 126.70
567 0.2397 ... 25.740 39.42 184.60
568 0.1587 ... 9.456 30.37 59.16
area_worst smoothness_worst compactness_worst concavity_worst \
0 2019.0 0.16220 0.66560 0.7119
1 1956.0 0.12380 0.18660 0.2416
2 1709.0 0.14440 0.42450 0.4504
3 567.7 0.20980 0.86630 0.6869
4 1575.0 0.13740 0.20500 0.4000
.. ... ... ... ...
564 2027.0 0.14100 0.21130 0.4107
565 1731.0 0.11660 0.19220 0.3215
566 1124.0 0.11390 0.30940 0.3403
567 1821.0 0.16500 0.86810 0.9387
568 268.6 0.08996 0.06444 0.0000
concave points_worst symmetry_worst fractal_dimension_worst
0 0.2654 0.4601 0.11890
1 0.1860 0.2750 0.08902
2 0.2430 0.3613 0.08758
3 0.2575 0.6638 0.17300
4 0.1625 0.2364 0.07678
.. ... ... ...
564 0.2216 0.2060 0.07115
565 0.1628 0.2572 0.06637
566 0.1418 0.2218 0.07820
567 0.2650 0.4087 0.12400
568 0.0000 0.2871 0.07039
[569 rows x 31 columns]
0 M
1 M
2 M
3 M
4 M
..
564 M
565 M
566 M
567 M
568 B
Name: diagnosis, Length: 569, dtype: object
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split
x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.2,random_state=0)
print(len(x_train))
455
print(len(x_test))
114
print(len(y_train))
455
print(len(y_test))
114
from sklearn.linear_model import LogisticRegression
reg = LogisticRegression()
reg.fit(x_train,y_train)
LogisticRegression()
y_pred=reg.predict(x_test)
from sklearn.metrics import accuracy_score,classification_report,confusion_matrix,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",reg.score(x_train,y_train)*100)
precision recall f1-score support
B 0.59 1.00 0.74 67
M 0.00 0.00 0.00 47
accuracy 0.59 114
macro avg 0.29 0.50 0.37 114
weighted avg 0.35 0.59 0.44 114
[[67 0]
[47 0]]
Training Score: 63.73626373626373
data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data
| Actual | Predicted | |
|---|---|---|
| 512 | M | B |
| 457 | B | B |
| 439 | B | B |
| 298 | B | B |
| 37 | B | B |
| ... | ... | ... |
| 213 | M | B |
| 519 | B | B |
| 432 | M | B |
| 516 | M | B |
| 500 | B | B |
114 rows × 2 columns
print(accuracy_score(y_test,y_pred)*100)
58.77192982456141
So we get a accuracy score of 58.7 % using logistic regression
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([ 0, 15, 17, 18, 19, 20, 21, 24, 27, 29, 31, 33, 35,
37, 39, 40, 42, 45, 49, 50, 51, 52, 59, 60, 61, 64,
66, 67, 68, 71, 73, 74, 80, 81, 82, 84, 88, 89, 91,
93, 96, 104, 106, 108, 109, 111, 112], dtype=int64),)
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
d=x_train.iloc[j,0]
misclassified_data.append(d)
len(misclassified_data[0])
47
#view DataFrame
misclassified_data
[338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64]
print(misclassified_data[0])
print(type(misclassified_data))
338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64 <class 'list'>
df_new = []
# for j in misclassified_data[0]:
# print(j)
# print("========================")
# # for i in misclassified_data[0]:
# df_new.append(df[df['id']==misclassified_data[0]])
# print(df_new)
# print("+++++++++++++++++++++++++++++++")
# print("+++++++++++++++++++++++++++++++")
# # df_new.append(df[df['id']==j])
# ORIGINAL WORKING
for j in misclassified_data[0]:
print(j)
print("========================")
for i in misclassified_data[0]:
df_new.append(df[df['id']==i])
print(df_new)
print("+++++++++++++++++++++++++++++++")
print("+++++++++++++++++++++++++++++++")
# df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
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[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
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fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
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306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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236 88299702 M 23.21 26.97 0.09509
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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550 923748 B 10.86 21.48 0.07431
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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441 0.003739 NaN ]
+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
531 0.002671 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
49 0.001956 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
454 0.001638 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
158 0.00253 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
df_new
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
338 0.002778 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN ,
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
489 0.0017 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
502 0.00248 NaN ,
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
df_new
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
565 2.463 0.005769 0.02423 0.01898
fractal_dimension_se Unnamed: 32
565 0.002498 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
489 0.5679 0.002667 0.01446 0.01961
fractal_dimension_se Unnamed: 32
489 0.0017 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
357 1.363 0.005638 0.007939 0.01544
fractal_dimension_se Unnamed: 32
357 0.002087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
112 1.49 0.005298 0.07446 0.02566
fractal_dimension_se Unnamed: 32
112 0.01298 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
526 0.1138 0.1723 0.06317 0.1998
texture_se smoothness_se compactness_se symmetry_se \
526 0.6068 0.004413 0.01443 0.01354
fractal_dimension_se Unnamed: 32
526 0.001787 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
206 1.342 0.009719 0.01249 0.0221
fractal_dimension_se Unnamed: 32
206 0.002472 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
531 0.8745 0.005251 0.01727 0.01449
fractal_dimension_se Unnamed: 32
531 0.002671 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
49 1.353 0.004455 0.01382 0.01641
fractal_dimension_se Unnamed: 32
49 0.001956 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
# CONVERTING A LIST INTO DATAFRAME
# mds=pd.Series(df_new,index=df.columns)
# df1=pd.DataFrame()
# df1=df1.append(mds,ignore_index=True)
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
| id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 897880 | B | 10.05 | 17.53 | 0.1007 | 0.07326 | 0.189 | 0.06331 | 0.2619 | 2.015 | 0.007803 | 0.01449 | 0.021 | 0.002778 | NaN |
| 1 | 923748 | B | 10.86 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.304 | 0.009579 | 0.01104 | 0.03004 | 0.002228 | NaN |
| 2 | 874158 | B | 10.08 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.268 | 0.01439 | 0.012 | 0.02538 | 0.00347 | NaN |
| 3 | 89344 | B | 13.2 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 8810158 | B | 13.11 | 22.54 | 0.1002 | 0.1483 | 0.185 | 0.0731 | 0.1931 | 0.9223 | 0.005251 | 0.03041 | 0.02514 | 0.004198 | NaN |
| 5 | 883852 | B | 11.3 | 18.19 | 0.09592 | 0.1325 | 0.2054 | 0.07669 | 0.2428 | 1.642 | 0.006663 | 0.05914 | 0.01995 | 0.008675 | NaN |
| 6 | 893988 | B | 11.54 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.061 | 0.1312 | 0.3602 | 0.004124 | 0.0134 | 0.02032 | 0.001952 | NaN |
| 7 | 88299702 | M | 23.21 | 26.97 | 0.09509 | 0.1682 | 0.1909 | 0.06309 | 1.058 | 0.9635 | 0.006428 | 0.02863 | 0.0159 | 0.003053 | NaN |
| 8 | 8610629 | B | 13.53 | 10.94 | 0.1291 | 0.1047 | 0.2403 | 0.06641 | 0.4101 | 1.014 | 0.0134 | 0.02839 | 0.02572 | 0.006164 | NaN |
| 9 | 891703 | B | 11.85 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.207 | 1.238 | 0.007595 | 0.015 | 0.01792 | 0.001784 | NaN |
| 10 | 926682 | M | 20.13 | 28.25 | 0.0978 | 0.1034 | 0.1752 | 0.05533 | 0.7655 | 2.463 | 0.005769 | 0.02423 | 0.01898 | 0.002498 | NaN |
| 11 | 913535 | M | 16.69 | 20.2 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.01446 | 0.01961 | 0.0017 | NaN |
| 12 | 901028 | B | 13.87 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.363 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 86409 | B | 14.26 | 19.65 | 0.07837 | 0.2233 | 0.1704 | 0.07769 | 0.3628 | 1.49 | 0.005298 | 0.07446 | 0.02566 | 0.01298 | NaN |
| 14 | 91813701 | B | 13.46 | 18.75 | 0.1075 | 0.1138 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.01443 | 0.01354 | 0.001787 | NaN |
| 15 | 879804 | B | 9.876 | 17.27 | 0.1089 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.342 | 0.009719 | 0.01249 | 0.0221 | 0.002472 | NaN |
| 16 | 909220 | B | 14.04 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.046 | 0.007976 | 0.01295 | 0.02005 | 0.00283 | NaN |
| 17 | 903507 | M | 15.49 | 19.97 | 0.116 | 0.1562 | 0.1929 | 0.06744 | 0.647 | 1.331 | 0.007269 | 0.02928 | 0.01852 | 0.004232 | NaN |
| 18 | 909445 | M | 17.27 | 25.42 | 0.08331 | 0.1109 | 0.1467 | 0.05407 | 0.51 | 1.679 | 0.008109 | 0.04308 | 0.01594 | 0.003739 | NaN |
| 19 | 868682 | B | 11.43 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.01521 | 0.01501 | 0.001588 | NaN |
| 20 | 881972 | M | 17.05 | 19.08 | 0.1141 | 0.1572 | 0.2131 | 0.06325 | 0.2959 | 0.679 | 0.005532 | 0.02008 | 0.01177 | 0.002336 | NaN |
| 21 | 84458202 | M | 13.71 | 20.83 | 0.1189 | 0.1645 | 0.2196 | 0.07451 | 0.5835 | 1.377 | 0.008805 | 0.03029 | 0.01486 | 0.005412 | NaN |
| 22 | 8711003 | B | 12.25 | 17.94 | 0.08654 | 0.06679 | 0.197 | 0.06228 | 0.22 | 0.9823 | 0.005518 | 0.01562 | 0.01799 | 0.002484 | NaN |
| 23 | 874217 | M | 18.31 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 862722 | B | 6.981 | 13.43 | 0.117 | 0.07568 | 0.193 | 0.07818 | 0.2241 | 1.508 | 0.01019 | 0.01084 | 0.02659 | 0.0041 | NaN |
| 25 | 87106 | B | 11.15 | 13.08 | 0.09754 | 0.05113 | 0.183 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 853401 | M | 18.63 | 25.11 | 0.1064 | 0.1887 | 0.2183 | 0.06197 | 0.8307 | 1.466 | 0.006248 | 0.03374 | 0.02007 | 0.00456 | NaN |
| 27 | 91903901 | B | 11.67 | 20.02 | 0.1016 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.01727 | 0.01449 | 0.002671 | NaN |
| 28 | 857156 | B | 13.49 | 22.3 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.353 | 0.004455 | 0.01382 | 0.01641 | 0.001956 | NaN |
| 29 | 892399 | B | 10.51 | 23.09 | 0.1015 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.143 | 0.01017 | 0.01443 | 0.03464 | 0.001971 | NaN |
| 30 | 91505 | B | 12.54 | 16.32 | 0.1158 | 0.1085 | 0.1943 | 0.06612 | 0.2577 | 1.095 | 0.009702 | 0.01567 | 0.02801 | 0.00248 | NaN |
| 31 | 857637 | M | 19.21 | 18.57 | 0.1053 | 0.1267 | 0.1917 | 0.05961 | 0.7275 | 1.193 | 0.006458 | 0.02306 | 0.01852 | 0.002608 | NaN |
| 32 | 894604 | B | 10.25 | 16.18 | 0.1061 | 0.1111 | 0.1743 | 0.07279 | 0.3677 | 1.471 | 0.01049 | 0.04265 | 0.02719 | 0.007596 | NaN |
| 33 | 885429 | M | 19.73 | 19.82 | 0.1062 | 0.1849 | 0.1733 | 0.06697 | 0.7661 | 0.78 | 0.008482 | 0.05057 | 0.01467 | 0.007259 | NaN |
| 34 | 878796 | M | 23.29 | 26.67 | 0.1141 | 0.2084 | 0.22 | 0.06229 | 0.5539 | 1.56 | 0.009327 | 0.05121 | 0.02175 | 0.005195 | NaN |
| 35 | 88350402 | B | 13.64 | 15.6 | 0.09423 | 0.0663 | 0.1717 | 0.0566 | 0.3242 | 0.6612 | 0.00647 | 0.01248 | 0.01898 | 0.001794 | NaN |
| 36 | 888264 | M | 17.35 | 23.06 | 0.08662 | 0.0629 | 0.1564 | 0.05307 | 0.4007 | 1.317 | 0.005726 | 0.01106 | 0.01411 | 0.001578 | NaN |
| 37 | 89812 | M | 23.51 | 24.27 | 0.1069 | 0.1283 | 0.1797 | 0.05506 | 1.009 | 0.9245 | 0.006292 | 0.01971 | 0.01479 | 0.003118 | NaN |
| 38 | 8911230 | B | 11.33 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.28 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 915276 | B | 9.676 | 13.14 | 0.1255 | 0.2204 | 0.2057 | 0.09575 | 0.2744 | 1.39 | 0.02177 | 0.04888 | 0.02632 | 0.01148 | NaN |
| 40 | 8711002 | B | 13.15 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.271 | 0.7927 | 0.008584 | 0.02017 | 0.02769 | 0.003479 | NaN |
| 41 | 888570 | M | 17.29 | 22.13 | 0.08999 | 0.1273 | 0.2108 | 0.05464 | 0.8348 | 1.633 | 0.006717 | 0.05981 | 0.02747 | 0.005838 | NaN |
| 42 | 881861 | M | 12.83 | 22.33 | 0.1088 | 0.1799 | 0.2123 | 0.07254 | 0.3061 | 1.069 | 0.006983 | 0.03858 | 0.0168 | 0.005617 | NaN |
| 43 | 87163 | M | 13.43 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.147 | 0.006003 | 0.01063 | 0.0152 | 0.001868 | NaN |
| 44 | 911202 | B | 12.62 | 17.15 | 0.08583 | 0.0543 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 871122 | B | 12.06 | 12.74 | 0.09311 | 0.05241 | 0.159 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.00253 | NaN |
| 46 | 905686 | B | 11.89 | 21.17 | 0.09773 | 0.0812 | 0.2019 | 0.0629 | 0.2747 | 1.203 | 0.009895 | 0.03053 | 0.02258 | 0.002272 | NaN |
# saving the dataframe
df1.to_csv('Misclassified_Results_of_LR_Model.csv')
len(df_new)
47
np.reshape(df_new,[47,1,15])
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],
[[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],
[[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],
[[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],
[[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],
[[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],
[[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],
[[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],
[[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],
[[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],
[[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],
[[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],
[[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],
[[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],
[[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],
[[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],
[[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],
[[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],
[[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],
[[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],
[[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],
[[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],
[[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],
[[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],
[[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],
[[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],
[[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],
[[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],
[[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],
[[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],
[[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],
[[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],
[[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],
[[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],
[[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],
[[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],
[[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],
[[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],
[[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],
[[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],
[[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],
[[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],
[[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],
[[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],
[[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],
[[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],
[[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
dtype=object)
len(df_new)
47
from sklearn.model_selection import GridSearchCV
param = {
'penalty':['l1','l2'],
'C':[0.001, 0.01, 0.1, 1, 10, 20,100, 1000]
}
lr= LogisticRegression(penalty='l1') #Lasso Regression
cv=GridSearchCV(lr,param,cv=5,n_jobs=-1)
cv.fit(x_train,y_train)
cv.predict(x_test)
array(['B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B'], dtype=object)
Logistic Regression with hyperparameter optimisation
print("Best CV score", cv.best_score_*100)
Best CV score 63.73626373626373
from sklearn.naive_bayes import GaussianNB
gnb = GaussianNB()
gnb.fit(x_train,y_train)
GaussianNB()
y_pred=gnb.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print(accuracy_score(y_test,y_pred))
print("Training Score: ",gnb.score(x_train,y_train)*100)
print(gnb.score(x_test,y_test))
precision recall f1-score support
B 0.59 0.99 0.74 67
M 0.67 0.04 0.08 47
accuracy 0.60 114
macro avg 0.63 0.51 0.41 114
weighted avg 0.62 0.60 0.47 114
[[66 1]
[45 2]]
0.5964912280701754
Training Score: 63.29670329670329
0.5964912280701754
So we get a accuracy score of 63.29 % using Naive Bayes
data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data
| Actual | Predicted | |
|---|---|---|
| 512 | M | B |
| 457 | B | B |
| 439 | B | B |
| 298 | B | B |
| 37 | B | B |
| ... | ... | ... |
| 213 | M | M |
| 519 | B | B |
| 432 | M | B |
| 516 | M | B |
| 500 | B | B |
114 rows × 2 columns
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([ 0, 15, 17, 18, 19, 20, 21, 24, 27, 29, 31, 33, 35,
37, 39, 40, 42, 45, 49, 50, 51, 52, 59, 60, 61, 64,
66, 67, 68, 71, 73, 74, 80, 81, 82, 84, 88, 89, 91,
93, 96, 104, 106, 108, 109, 111, 112], dtype=int64),)
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
d=x_train.iloc[j,0]
misclassified_data.append(d)
len(misclassified_data[0])
47
#view DataFrame
misclassified_data
[338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64]
print(misclassified_data[0])
print(type(misclassified_data))
338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64 <class 'list'>
df_new = []
# ORIGINAL WORKING
for j in misclassified_data[0]:
print(j)
print("========================")
for i in misclassified_data[0]:
df_new.append(df[df['id']==i])
print(df_new)
print("+++++++++++++++++++++++++++++++")
print("+++++++++++++++++++++++++++++++")
# df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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550 923748 B 10.86 21.48 0.07431
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
441 0.003739 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
526 0.001787 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
137 0.001588 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
526 0.001787 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
230 0.002336 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
526 0.001787 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
230 0.002336 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
7 0.005412 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
7 0.005412 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
186 0.001087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
101 0.0041 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
30 0.00456 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
531 0.002671 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
49 0.001956 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
299 0.001971 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
56 0.002608 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
154 0.003479 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
262 0.005838 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
229 0.005617 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
171 0.001868 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
454 0.001638 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
158 0.00253 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
df_new
[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN ,
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
| id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 897880 | B | 10.05 | 17.53 | 0.1007 | 0.07326 | 0.189 | 0.06331 | 0.2619 | 2.015 | 0.007803 | 0.01449 | 0.021 | 0.002778 | NaN |
| 1 | 923748 | B | 10.86 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.304 | 0.009579 | 0.01104 | 0.03004 | 0.002228 | NaN |
| 2 | 874158 | B | 10.08 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.268 | 0.01439 | 0.012 | 0.02538 | 0.00347 | NaN |
| 3 | 89344 | B | 13.2 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 8810158 | B | 13.11 | 22.54 | 0.1002 | 0.1483 | 0.185 | 0.0731 | 0.1931 | 0.9223 | 0.005251 | 0.03041 | 0.02514 | 0.004198 | NaN |
| 5 | 883852 | B | 11.3 | 18.19 | 0.09592 | 0.1325 | 0.2054 | 0.07669 | 0.2428 | 1.642 | 0.006663 | 0.05914 | 0.01995 | 0.008675 | NaN |
| 6 | 893988 | B | 11.54 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.061 | 0.1312 | 0.3602 | 0.004124 | 0.0134 | 0.02032 | 0.001952 | NaN |
| 7 | 88299702 | M | 23.21 | 26.97 | 0.09509 | 0.1682 | 0.1909 | 0.06309 | 1.058 | 0.9635 | 0.006428 | 0.02863 | 0.0159 | 0.003053 | NaN |
| 8 | 8610629 | B | 13.53 | 10.94 | 0.1291 | 0.1047 | 0.2403 | 0.06641 | 0.4101 | 1.014 | 0.0134 | 0.02839 | 0.02572 | 0.006164 | NaN |
| 9 | 891703 | B | 11.85 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.207 | 1.238 | 0.007595 | 0.015 | 0.01792 | 0.001784 | NaN |
| 10 | 926682 | M | 20.13 | 28.25 | 0.0978 | 0.1034 | 0.1752 | 0.05533 | 0.7655 | 2.463 | 0.005769 | 0.02423 | 0.01898 | 0.002498 | NaN |
| 11 | 913535 | M | 16.69 | 20.2 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.01446 | 0.01961 | 0.0017 | NaN |
| 12 | 901028 | B | 13.87 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.363 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 86409 | B | 14.26 | 19.65 | 0.07837 | 0.2233 | 0.1704 | 0.07769 | 0.3628 | 1.49 | 0.005298 | 0.07446 | 0.02566 | 0.01298 | NaN |
| 14 | 91813701 | B | 13.46 | 18.75 | 0.1075 | 0.1138 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.01443 | 0.01354 | 0.001787 | NaN |
| 15 | 879804 | B | 9.876 | 17.27 | 0.1089 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.342 | 0.009719 | 0.01249 | 0.0221 | 0.002472 | NaN |
| 16 | 909220 | B | 14.04 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.046 | 0.007976 | 0.01295 | 0.02005 | 0.00283 | NaN |
| 17 | 903507 | M | 15.49 | 19.97 | 0.116 | 0.1562 | 0.1929 | 0.06744 | 0.647 | 1.331 | 0.007269 | 0.02928 | 0.01852 | 0.004232 | NaN |
| 18 | 909445 | M | 17.27 | 25.42 | 0.08331 | 0.1109 | 0.1467 | 0.05407 | 0.51 | 1.679 | 0.008109 | 0.04308 | 0.01594 | 0.003739 | NaN |
| 19 | 868682 | B | 11.43 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.01521 | 0.01501 | 0.001588 | NaN |
| 20 | 881972 | M | 17.05 | 19.08 | 0.1141 | 0.1572 | 0.2131 | 0.06325 | 0.2959 | 0.679 | 0.005532 | 0.02008 | 0.01177 | 0.002336 | NaN |
| 21 | 84458202 | M | 13.71 | 20.83 | 0.1189 | 0.1645 | 0.2196 | 0.07451 | 0.5835 | 1.377 | 0.008805 | 0.03029 | 0.01486 | 0.005412 | NaN |
| 22 | 8711003 | B | 12.25 | 17.94 | 0.08654 | 0.06679 | 0.197 | 0.06228 | 0.22 | 0.9823 | 0.005518 | 0.01562 | 0.01799 | 0.002484 | NaN |
| 23 | 874217 | M | 18.31 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 862722 | B | 6.981 | 13.43 | 0.117 | 0.07568 | 0.193 | 0.07818 | 0.2241 | 1.508 | 0.01019 | 0.01084 | 0.02659 | 0.0041 | NaN |
| 25 | 87106 | B | 11.15 | 13.08 | 0.09754 | 0.05113 | 0.183 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 853401 | M | 18.63 | 25.11 | 0.1064 | 0.1887 | 0.2183 | 0.06197 | 0.8307 | 1.466 | 0.006248 | 0.03374 | 0.02007 | 0.00456 | NaN |
| 27 | 91903901 | B | 11.67 | 20.02 | 0.1016 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.01727 | 0.01449 | 0.002671 | NaN |
| 28 | 857156 | B | 13.49 | 22.3 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.353 | 0.004455 | 0.01382 | 0.01641 | 0.001956 | NaN |
| 29 | 892399 | B | 10.51 | 23.09 | 0.1015 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.143 | 0.01017 | 0.01443 | 0.03464 | 0.001971 | NaN |
| 30 | 91505 | B | 12.54 | 16.32 | 0.1158 | 0.1085 | 0.1943 | 0.06612 | 0.2577 | 1.095 | 0.009702 | 0.01567 | 0.02801 | 0.00248 | NaN |
| 31 | 857637 | M | 19.21 | 18.57 | 0.1053 | 0.1267 | 0.1917 | 0.05961 | 0.7275 | 1.193 | 0.006458 | 0.02306 | 0.01852 | 0.002608 | NaN |
| 32 | 894604 | B | 10.25 | 16.18 | 0.1061 | 0.1111 | 0.1743 | 0.07279 | 0.3677 | 1.471 | 0.01049 | 0.04265 | 0.02719 | 0.007596 | NaN |
| 33 | 885429 | M | 19.73 | 19.82 | 0.1062 | 0.1849 | 0.1733 | 0.06697 | 0.7661 | 0.78 | 0.008482 | 0.05057 | 0.01467 | 0.007259 | NaN |
| 34 | 878796 | M | 23.29 | 26.67 | 0.1141 | 0.2084 | 0.22 | 0.06229 | 0.5539 | 1.56 | 0.009327 | 0.05121 | 0.02175 | 0.005195 | NaN |
| 35 | 88350402 | B | 13.64 | 15.6 | 0.09423 | 0.0663 | 0.1717 | 0.0566 | 0.3242 | 0.6612 | 0.00647 | 0.01248 | 0.01898 | 0.001794 | NaN |
| 36 | 888264 | M | 17.35 | 23.06 | 0.08662 | 0.0629 | 0.1564 | 0.05307 | 0.4007 | 1.317 | 0.005726 | 0.01106 | 0.01411 | 0.001578 | NaN |
| 37 | 89812 | M | 23.51 | 24.27 | 0.1069 | 0.1283 | 0.1797 | 0.05506 | 1.009 | 0.9245 | 0.006292 | 0.01971 | 0.01479 | 0.003118 | NaN |
| 38 | 8911230 | B | 11.33 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.28 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 915276 | B | 9.676 | 13.14 | 0.1255 | 0.2204 | 0.2057 | 0.09575 | 0.2744 | 1.39 | 0.02177 | 0.04888 | 0.02632 | 0.01148 | NaN |
| 40 | 8711002 | B | 13.15 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.271 | 0.7927 | 0.008584 | 0.02017 | 0.02769 | 0.003479 | NaN |
| 41 | 888570 | M | 17.29 | 22.13 | 0.08999 | 0.1273 | 0.2108 | 0.05464 | 0.8348 | 1.633 | 0.006717 | 0.05981 | 0.02747 | 0.005838 | NaN |
| 42 | 881861 | M | 12.83 | 22.33 | 0.1088 | 0.1799 | 0.2123 | 0.07254 | 0.3061 | 1.069 | 0.006983 | 0.03858 | 0.0168 | 0.005617 | NaN |
| 43 | 87163 | M | 13.43 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.147 | 0.006003 | 0.01063 | 0.0152 | 0.001868 | NaN |
| 44 | 911202 | B | 12.62 | 17.15 | 0.08583 | 0.0543 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 871122 | B | 12.06 | 12.74 | 0.09311 | 0.05241 | 0.159 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.00253 | NaN |
| 46 | 905686 | B | 11.89 | 21.17 | 0.09773 | 0.0812 | 0.2019 | 0.0629 | 0.2747 | 1.203 | 0.009895 | 0.03053 | 0.02258 | 0.002272 | NaN |
# saving the dataframe
df1.to_csv('Misclassified_Results_of_NB_Model.csv')
np.reshape(df_new,[47,1,15])
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],
[[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],
[[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],
[[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],
[[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],
[[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],
[[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],
[[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],
[[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],
[[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],
[[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],
[[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],
[[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],
[[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],
[[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],
[[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],
[[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],
[[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],
[[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],
[[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],
[[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],
[[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],
[[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],
[[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],
[[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],
[[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],
[[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],
[[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],
[[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],
[[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],
[[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],
[[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],
[[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],
[[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],
[[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],
[[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],
[[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],
[[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],
[[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],
[[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],
[[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],
[[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],
[[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],
[[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],
[[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],
[[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],
[[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
dtype=object)
from sklearn.neighbors import KNeighborsClassifier
knn=KNeighborsClassifier(n_neighbors=7)
knn.fit(x_train,y_train)
KNeighborsClassifier(n_neighbors=7)
y_pred=knn.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",knn.score(x_train,y_train)*100)
print(knn.score(x_test,y_test))
precision recall f1-score support
B 0.68 0.94 0.79 67
M 0.81 0.36 0.50 47
accuracy 0.70 114
macro avg 0.74 0.65 0.64 114
weighted avg 0.73 0.70 0.67 114
[[63 4]
[30 17]]
Training Score: 80.21978021978022
0.7017543859649122
print(accuracy_score(y_test,y_pred)*100)
70.17543859649122
So we get a accuracy score of 70.17 % using KNeighborsClassifier
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([ 0, 15, 17, 18, 19, 20, 21, 24, 27, 29, 31, 33, 35,
37, 39, 40, 42, 45, 49, 50, 51, 52, 59, 60, 61, 64,
66, 67, 68, 71, 73, 74, 80, 81, 82, 84, 88, 89, 91,
93, 96, 104, 106, 108, 109, 111, 112], dtype=int64),)
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
d=x_train.iloc[j,0]
misclassified_data.append(d)
len(misclassified_data[0])
47
#view DataFrame
misclassified_data
[338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64]
print(misclassified_data[0])
print(type(misclassified_data))
338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64 <class 'list'>
df_new = []
# ORIGINAL WORKING
for j in misclassified_data[0]:
print(j)
print("========================")
for i in misclassified_data[0]:
df_new.append(df[df['id']==i])
print(df_new)
print("+++++++++++++++++++++++++++++++")
print("+++++++++++++++++++++++++++++++")
# df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
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texture_se smoothness_se compactness_se symmetry_se \
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236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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49 0.001956 NaN ]
+++++++++++++++++++++++++++++++
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293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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437 909220 B 14.04 15.98 0.08458
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299 0.001971 NaN ]
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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550 923748 B 10.86 21.48 0.07431
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550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
565 2.463 0.005769 0.02423 0.01898
fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
489 0.5679 0.002667 0.01446 0.01961
fractal_dimension_se Unnamed: 32
489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
357 1.363 0.005638 0.007939 0.01544
fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
112 1.49 0.005298 0.07446 0.02566
fractal_dimension_se Unnamed: 32
112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
526 0.1138 0.1723 0.06317 0.1998
texture_se smoothness_se compactness_se symmetry_se \
526 0.6068 0.004413 0.01443 0.01354
fractal_dimension_se Unnamed: 32
526 0.001787 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
206 1.342 0.009719 0.01249 0.0221
fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
531 0.8745 0.005251 0.01727 0.01449
fractal_dimension_se Unnamed: 32
531 0.002671 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
49 1.353 0.004455 0.01382 0.01641
fractal_dimension_se Unnamed: 32
49 0.001956 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
df_new
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
550 0.002228 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
185 0.00347 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
306 0.002585 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
208 0.004198 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
242 0.008675 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
313 0.001952 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
236 0.003053 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
76 0.006164 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
293 0.001784 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
565 0.002498 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
489 0.0017 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
357 0.002087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
112 0.01298 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
526 0.1138 0.1723 0.06317 0.1998
texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
526 0.001787 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
206 1.342 0.009719 0.01249 0.0221
fractal_dimension_se Unnamed: 32
206 0.002472 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
531 0.8745 0.005251 0.01727 0.01449
fractal_dimension_se Unnamed: 32
531 0.002671 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
49 1.353 0.004455 0.01382 0.01641
fractal_dimension_se Unnamed: 32
49 0.001956 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
| id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 897880 | B | 10.05 | 17.53 | 0.1007 | 0.07326 | 0.189 | 0.06331 | 0.2619 | 2.015 | 0.007803 | 0.01449 | 0.021 | 0.002778 | NaN |
| 1 | 923748 | B | 10.86 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.304 | 0.009579 | 0.01104 | 0.03004 | 0.002228 | NaN |
| 2 | 874158 | B | 10.08 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.268 | 0.01439 | 0.012 | 0.02538 | 0.00347 | NaN |
| 3 | 89344 | B | 13.2 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 8810158 | B | 13.11 | 22.54 | 0.1002 | 0.1483 | 0.185 | 0.0731 | 0.1931 | 0.9223 | 0.005251 | 0.03041 | 0.02514 | 0.004198 | NaN |
| 5 | 883852 | B | 11.3 | 18.19 | 0.09592 | 0.1325 | 0.2054 | 0.07669 | 0.2428 | 1.642 | 0.006663 | 0.05914 | 0.01995 | 0.008675 | NaN |
| 6 | 893988 | B | 11.54 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.061 | 0.1312 | 0.3602 | 0.004124 | 0.0134 | 0.02032 | 0.001952 | NaN |
| 7 | 88299702 | M | 23.21 | 26.97 | 0.09509 | 0.1682 | 0.1909 | 0.06309 | 1.058 | 0.9635 | 0.006428 | 0.02863 | 0.0159 | 0.003053 | NaN |
| 8 | 8610629 | B | 13.53 | 10.94 | 0.1291 | 0.1047 | 0.2403 | 0.06641 | 0.4101 | 1.014 | 0.0134 | 0.02839 | 0.02572 | 0.006164 | NaN |
| 9 | 891703 | B | 11.85 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.207 | 1.238 | 0.007595 | 0.015 | 0.01792 | 0.001784 | NaN |
| 10 | 926682 | M | 20.13 | 28.25 | 0.0978 | 0.1034 | 0.1752 | 0.05533 | 0.7655 | 2.463 | 0.005769 | 0.02423 | 0.01898 | 0.002498 | NaN |
| 11 | 913535 | M | 16.69 | 20.2 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.01446 | 0.01961 | 0.0017 | NaN |
| 12 | 901028 | B | 13.87 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.363 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 86409 | B | 14.26 | 19.65 | 0.07837 | 0.2233 | 0.1704 | 0.07769 | 0.3628 | 1.49 | 0.005298 | 0.07446 | 0.02566 | 0.01298 | NaN |
| 14 | 91813701 | B | 13.46 | 18.75 | 0.1075 | 0.1138 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.01443 | 0.01354 | 0.001787 | NaN |
| 15 | 879804 | B | 9.876 | 17.27 | 0.1089 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.342 | 0.009719 | 0.01249 | 0.0221 | 0.002472 | NaN |
| 16 | 909220 | B | 14.04 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.046 | 0.007976 | 0.01295 | 0.02005 | 0.00283 | NaN |
| 17 | 903507 | M | 15.49 | 19.97 | 0.116 | 0.1562 | 0.1929 | 0.06744 | 0.647 | 1.331 | 0.007269 | 0.02928 | 0.01852 | 0.004232 | NaN |
| 18 | 909445 | M | 17.27 | 25.42 | 0.08331 | 0.1109 | 0.1467 | 0.05407 | 0.51 | 1.679 | 0.008109 | 0.04308 | 0.01594 | 0.003739 | NaN |
| 19 | 868682 | B | 11.43 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.01521 | 0.01501 | 0.001588 | NaN |
| 20 | 881972 | M | 17.05 | 19.08 | 0.1141 | 0.1572 | 0.2131 | 0.06325 | 0.2959 | 0.679 | 0.005532 | 0.02008 | 0.01177 | 0.002336 | NaN |
| 21 | 84458202 | M | 13.71 | 20.83 | 0.1189 | 0.1645 | 0.2196 | 0.07451 | 0.5835 | 1.377 | 0.008805 | 0.03029 | 0.01486 | 0.005412 | NaN |
| 22 | 8711003 | B | 12.25 | 17.94 | 0.08654 | 0.06679 | 0.197 | 0.06228 | 0.22 | 0.9823 | 0.005518 | 0.01562 | 0.01799 | 0.002484 | NaN |
| 23 | 874217 | M | 18.31 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 862722 | B | 6.981 | 13.43 | 0.117 | 0.07568 | 0.193 | 0.07818 | 0.2241 | 1.508 | 0.01019 | 0.01084 | 0.02659 | 0.0041 | NaN |
| 25 | 87106 | B | 11.15 | 13.08 | 0.09754 | 0.05113 | 0.183 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 853401 | M | 18.63 | 25.11 | 0.1064 | 0.1887 | 0.2183 | 0.06197 | 0.8307 | 1.466 | 0.006248 | 0.03374 | 0.02007 | 0.00456 | NaN |
| 27 | 91903901 | B | 11.67 | 20.02 | 0.1016 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.01727 | 0.01449 | 0.002671 | NaN |
| 28 | 857156 | B | 13.49 | 22.3 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.353 | 0.004455 | 0.01382 | 0.01641 | 0.001956 | NaN |
| 29 | 892399 | B | 10.51 | 23.09 | 0.1015 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.143 | 0.01017 | 0.01443 | 0.03464 | 0.001971 | NaN |
| 30 | 91505 | B | 12.54 | 16.32 | 0.1158 | 0.1085 | 0.1943 | 0.06612 | 0.2577 | 1.095 | 0.009702 | 0.01567 | 0.02801 | 0.00248 | NaN |
| 31 | 857637 | M | 19.21 | 18.57 | 0.1053 | 0.1267 | 0.1917 | 0.05961 | 0.7275 | 1.193 | 0.006458 | 0.02306 | 0.01852 | 0.002608 | NaN |
| 32 | 894604 | B | 10.25 | 16.18 | 0.1061 | 0.1111 | 0.1743 | 0.07279 | 0.3677 | 1.471 | 0.01049 | 0.04265 | 0.02719 | 0.007596 | NaN |
| 33 | 885429 | M | 19.73 | 19.82 | 0.1062 | 0.1849 | 0.1733 | 0.06697 | 0.7661 | 0.78 | 0.008482 | 0.05057 | 0.01467 | 0.007259 | NaN |
| 34 | 878796 | M | 23.29 | 26.67 | 0.1141 | 0.2084 | 0.22 | 0.06229 | 0.5539 | 1.56 | 0.009327 | 0.05121 | 0.02175 | 0.005195 | NaN |
| 35 | 88350402 | B | 13.64 | 15.6 | 0.09423 | 0.0663 | 0.1717 | 0.0566 | 0.3242 | 0.6612 | 0.00647 | 0.01248 | 0.01898 | 0.001794 | NaN |
| 36 | 888264 | M | 17.35 | 23.06 | 0.08662 | 0.0629 | 0.1564 | 0.05307 | 0.4007 | 1.317 | 0.005726 | 0.01106 | 0.01411 | 0.001578 | NaN |
| 37 | 89812 | M | 23.51 | 24.27 | 0.1069 | 0.1283 | 0.1797 | 0.05506 | 1.009 | 0.9245 | 0.006292 | 0.01971 | 0.01479 | 0.003118 | NaN |
| 38 | 8911230 | B | 11.33 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.28 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 915276 | B | 9.676 | 13.14 | 0.1255 | 0.2204 | 0.2057 | 0.09575 | 0.2744 | 1.39 | 0.02177 | 0.04888 | 0.02632 | 0.01148 | NaN |
| 40 | 8711002 | B | 13.15 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.271 | 0.7927 | 0.008584 | 0.02017 | 0.02769 | 0.003479 | NaN |
| 41 | 888570 | M | 17.29 | 22.13 | 0.08999 | 0.1273 | 0.2108 | 0.05464 | 0.8348 | 1.633 | 0.006717 | 0.05981 | 0.02747 | 0.005838 | NaN |
| 42 | 881861 | M | 12.83 | 22.33 | 0.1088 | 0.1799 | 0.2123 | 0.07254 | 0.3061 | 1.069 | 0.006983 | 0.03858 | 0.0168 | 0.005617 | NaN |
| 43 | 87163 | M | 13.43 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.147 | 0.006003 | 0.01063 | 0.0152 | 0.001868 | NaN |
| 44 | 911202 | B | 12.62 | 17.15 | 0.08583 | 0.0543 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 871122 | B | 12.06 | 12.74 | 0.09311 | 0.05241 | 0.159 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.00253 | NaN |
| 46 | 905686 | B | 11.89 | 21.17 | 0.09773 | 0.0812 | 0.2019 | 0.0629 | 0.2747 | 1.203 | 0.009895 | 0.03053 | 0.02258 | 0.002272 | NaN |
# saving the dataframe
df1.to_csv('Misclassified_Results_of_KNN_Model.csv')
np.reshape(df_new,[47,1,15])
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],
[[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],
[[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],
[[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],
[[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],
[[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],
[[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],
[[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],
[[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],
[[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],
[[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],
[[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],
[[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],
[[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],
[[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],
[[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],
[[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],
[[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],
[[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],
[[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],
[[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],
[[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],
[[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],
[[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],
[[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],
[[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],
[[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],
[[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],
[[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],
[[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],
[[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],
[[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],
[[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],
[[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],
[[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],
[[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],
[[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],
[[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],
[[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],
[[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],
[[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],
[[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],
[[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],
[[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],
[[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],
[[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],
[[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
dtype=object)
from sklearn.tree import DecisionTreeClassifier
dtree = DecisionTreeClassifier(max_depth=6, random_state=123)
dtree.fit(x_train,y_train)
DecisionTreeClassifier(max_depth=6, random_state=123)
y_pred=dtree.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",dtree.score(x_train,y_train)*100)
precision recall f1-score support
B 0.97 0.94 0.95 67
M 0.92 0.96 0.94 47
accuracy 0.95 114
macro avg 0.94 0.95 0.95 114
weighted avg 0.95 0.95 0.95 114
[[63 4]
[ 2 45]]
Training Score: 99.34065934065934
print(accuracy_score(y_test,y_pred)*100)
94.73684210526315
So we get a accuracy score of 94.73 % using Decision Tree Classifier
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([ 0, 15, 17, 18, 19, 20, 21, 24, 27, 29, 31, 33, 35,
37, 39, 40, 42, 45, 49, 50, 51, 52, 59, 60, 61, 64,
66, 67, 68, 71, 73, 74, 80, 81, 82, 84, 88, 89, 91,
93, 96, 104, 106, 108, 109, 111, 112], dtype=int64),)
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
d=x_train.iloc[j,0]
misclassified_data.append(d)
len(misclassified_data[0])
47
#view DataFrame
misclassified_data
[338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64]
print(misclassified_data[0])
print(type(misclassified_data))
338 897880 550 923748 185 874158 306 89344 208 8810158 242 883852 313 893988 236 88299702 76 8610629 293 891703 565 926682 489 913535 357 901028 112 86409 526 91813701 206 879804 437 909220 392 903507 441 909445 137 868682 230 881972 7 84458202 155 8711003 186 874217 101 862722 153 87106 30 853401 531 91903901 49 857156 299 892399 502 91505 56 857637 320 894604 252 885429 202 878796 240 88350402 261 888264 339 89812 276 8911230 505 915276 154 8711002 262 888570 229 881861 171 87163 454 911202 158 871122 415 905686 Name: id, dtype: int64 <class 'list'>
df_new = []
# ORIGINAL WORKING
for j in misclassified_data[0]:
print(j)
print("========================")
for i in misclassified_data[0]:
df_new.append(df[df['id']==i])
print(df_new)
print("+++++++++++++++++++++++++++++++")
print("+++++++++++++++++++++++++++++++")
# df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
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+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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+++++++++++++++++++++++++++++++
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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206 0.002472 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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compactness_mean symmetry_mean fractal_dimension_mean radius_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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fractal_dimension_se Unnamed: 32
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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texture_se smoothness_se compactness_se symmetry_se \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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[ id diagnosis radius_mean texture_mean smoothness_mean \
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fractal_dimension_se Unnamed: 32
240 0.001794 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
565 2.463 0.005769 0.02423 0.01898
fractal_dimension_se Unnamed: 32
565 0.002498 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
489 0.5679 0.002667 0.01446 0.01961
fractal_dimension_se Unnamed: 32
489 0.0017 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
357 1.363 0.005638 0.007939 0.01544
fractal_dimension_se Unnamed: 32
357 0.002087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
112 1.49 0.005298 0.07446 0.02566
fractal_dimension_se Unnamed: 32
112 0.01298 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
526 0.1138 0.1723 0.06317 0.1998
texture_se smoothness_se compactness_se symmetry_se \
526 0.6068 0.004413 0.01443 0.01354
fractal_dimension_se Unnamed: 32
526 0.001787 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
206 1.342 0.009719 0.01249 0.0221
fractal_dimension_se Unnamed: 32
206 0.002472 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
531 0.8745 0.005251 0.01727 0.01449
fractal_dimension_se Unnamed: 32
531 0.002671 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
49 1.353 0.004455 0.01382 0.01641
fractal_dimension_se Unnamed: 32
49 0.001956 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN , id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
df_new
[ id diagnosis radius_mean texture_mean smoothness_mean \
338 897880 B 10.05 17.53 0.1007
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
338 0.07326 0.189 0.06331 0.2619
texture_se smoothness_se compactness_se symmetry_se \
338 2.015 0.007803 0.01449 0.021
fractal_dimension_se Unnamed: 32
338 0.002778 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
550 923748 B 10.86 21.48 0.07431
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
550 0.04227 0.1661 0.05948 0.3163
texture_se smoothness_se compactness_se symmetry_se \
550 1.304 0.009579 0.01104 0.03004
fractal_dimension_se Unnamed: 32
550 0.002228 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
185 874158 B 10.08 15.11 0.09267
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
185 0.04695 0.1703 0.06048 0.4245
texture_se smoothness_se compactness_se symmetry_se \
185 1.268 0.01439 0.012 0.02538
fractal_dimension_se Unnamed: 32
185 0.00347 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
306 89344 B 13.2 15.82 0.08511
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
306 0.05251 0.1632 0.05894 0.1903
texture_se smoothness_se compactness_se symmetry_se \
306 0.5735 0.003632 0.007861 0.01344
fractal_dimension_se Unnamed: 32
306 0.002585 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
208 8810158 B 13.11 22.54 0.1002
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
208 0.1483 0.185 0.0731 0.1931
texture_se smoothness_se compactness_se symmetry_se \
208 0.9223 0.005251 0.03041 0.02514
fractal_dimension_se Unnamed: 32
208 0.004198 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
242 883852 B 11.3 18.19 0.09592
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
242 0.1325 0.2054 0.07669 0.2428
texture_se smoothness_se compactness_se symmetry_se \
242 1.642 0.006663 0.05914 0.01995
fractal_dimension_se Unnamed: 32
242 0.008675 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
313 893988 B 11.54 10.72 0.08597
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
313 0.05969 0.1833 0.061 0.1312
texture_se smoothness_se compactness_se symmetry_se \
313 0.3602 0.004124 0.0134 0.02032
fractal_dimension_se Unnamed: 32
313 0.001952 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
236 88299702 M 23.21 26.97 0.09509
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
236 0.1682 0.1909 0.06309 1.058
texture_se smoothness_se compactness_se symmetry_se \
236 0.9635 0.006428 0.02863 0.0159
fractal_dimension_se Unnamed: 32
236 0.003053 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
76 8610629 B 13.53 10.94 0.1291
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
76 0.1047 0.2403 0.06641 0.4101
texture_se smoothness_se compactness_se symmetry_se \
76 1.014 0.0134 0.02839 0.02572
fractal_dimension_se Unnamed: 32
76 0.006164 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
293 891703 B 11.85 17.46 0.08372
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
293 0.05642 0.1875 0.05715 0.207
texture_se smoothness_se compactness_se symmetry_se \
293 1.238 0.007595 0.015 0.01792
fractal_dimension_se Unnamed: 32
293 0.001784 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
565 926682 M 20.13 28.25 0.0978
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
565 0.1034 0.1752 0.05533 0.7655
texture_se smoothness_se compactness_se symmetry_se \
565 2.463 0.005769 0.02423 0.01898
fractal_dimension_se Unnamed: 32
565 0.002498 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
489 913535 M 16.69 20.2 0.07497
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
489 0.07112 0.1846 0.05325 0.2473
texture_se smoothness_se compactness_se symmetry_se \
489 0.5679 0.002667 0.01446 0.01961
fractal_dimension_se Unnamed: 32
489 0.0017 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
357 901028 B 13.87 16.21 0.08743
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
357 0.05492 0.1424 0.05883 0.2543
texture_se smoothness_se compactness_se symmetry_se \
357 1.363 0.005638 0.007939 0.01544
fractal_dimension_se Unnamed: 32
357 0.002087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
112 86409 B 14.26 19.65 0.07837
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
112 0.2233 0.1704 0.07769 0.3628
texture_se smoothness_se compactness_se symmetry_se \
112 1.49 0.005298 0.07446 0.02566
fractal_dimension_se Unnamed: 32
112 0.01298 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
526 91813701 B 13.46 18.75 0.1075
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
526 0.1138 0.1723 0.06317 0.1998
texture_se smoothness_se compactness_se symmetry_se \
526 0.6068 0.004413 0.01443 0.01354
fractal_dimension_se Unnamed: 32
526 0.001787 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
206 879804 B 9.876 17.27 0.1089
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
206 0.07232 0.1934 0.06285 0.2137
texture_se smoothness_se compactness_se symmetry_se \
206 1.342 0.009719 0.01249 0.0221
fractal_dimension_se Unnamed: 32
206 0.002472 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
437 909220 B 14.04 15.98 0.08458
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
437 0.05895 0.1714 0.05898 0.3892
texture_se smoothness_se compactness_se symmetry_se \
437 1.046 0.007976 0.01295 0.02005
fractal_dimension_se Unnamed: 32
437 0.00283 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
392 903507 M 15.49 19.97 0.116
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
392 0.1562 0.1929 0.06744 0.647
texture_se smoothness_se compactness_se symmetry_se \
392 1.331 0.007269 0.02928 0.01852
fractal_dimension_se Unnamed: 32
392 0.004232 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
441 909445 M 17.27 25.42 0.08331
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
441 0.1109 0.1467 0.05407 0.51
texture_se smoothness_se compactness_se symmetry_se \
441 1.679 0.008109 0.04308 0.01594
fractal_dimension_se Unnamed: 32
441 0.003739 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
137 868682 B 11.43 15.39 0.09639
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
137 0.06889 0.1734 0.05865 0.1759
texture_se smoothness_se compactness_se symmetry_se \
137 0.9938 0.005133 0.01521 0.01501
fractal_dimension_se Unnamed: 32
137 0.001588 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
230 881972 M 17.05 19.08 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
230 0.1572 0.2131 0.06325 0.2959
texture_se smoothness_se compactness_se symmetry_se \
230 0.679 0.005532 0.02008 0.01177
fractal_dimension_se Unnamed: 32
230 0.002336 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
7 84458202 M 13.71 20.83 0.1189
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
7 0.1645 0.2196 0.07451 0.5835
texture_se smoothness_se compactness_se symmetry_se \
7 1.377 0.008805 0.03029 0.01486
fractal_dimension_se Unnamed: 32
7 0.005412 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
155 8711003 B 12.25 17.94 0.08654
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
155 0.06679 0.197 0.06228 0.22
texture_se smoothness_se compactness_se symmetry_se \
155 0.9823 0.005518 0.01562 0.01799
fractal_dimension_se Unnamed: 32
155 0.002484 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
186 874217 M 18.31 18.58 0.08588
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
186 0.08468 0.1621 0.05425 0.2577
texture_se smoothness_se compactness_se symmetry_se \
186 0.4757 0.002866 0.009181 0.01069
fractal_dimension_se Unnamed: 32
186 0.001087 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
101 862722 B 6.981 13.43 0.117
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
101 0.07568 0.193 0.07818 0.2241
texture_se smoothness_se compactness_se symmetry_se \
101 1.508 0.01019 0.01084 0.02659
fractal_dimension_se Unnamed: 32
101 0.0041 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
153 87106 B 11.15 13.08 0.09754
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
153 0.05113 0.183 0.06105 0.2251
texture_se smoothness_se compactness_se symmetry_se \
153 0.7815 0.009019 0.008985 0.02388
fractal_dimension_se Unnamed: 32
153 0.001619 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
30 853401 M 18.63 25.11 0.1064
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
30 0.1887 0.2183 0.06197 0.8307
texture_se smoothness_se compactness_se symmetry_se \
30 1.466 0.006248 0.03374 0.02007
fractal_dimension_se Unnamed: 32
30 0.00456 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
531 91903901 B 11.67 20.02 0.1016
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
531 0.09453 0.1859 0.06461 0.2067
texture_se smoothness_se compactness_se symmetry_se \
531 0.8745 0.005251 0.01727 0.01449
fractal_dimension_se Unnamed: 32
531 0.002671 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
49 857156 B 13.49 22.3 0.08752
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
49 0.07698 0.1809 0.05718 0.2338
texture_se smoothness_se compactness_se symmetry_se \
49 1.353 0.004455 0.01382 0.01641
fractal_dimension_se Unnamed: 32
49 0.001956 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
299 892399 B 10.51 23.09 0.1015
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
299 0.06797 0.1695 0.06556 0.2868
texture_se smoothness_se compactness_se symmetry_se \
299 1.143 0.01017 0.01443 0.03464
fractal_dimension_se Unnamed: 32
299 0.001971 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
502 91505 B 12.54 16.32 0.1158
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
502 0.1085 0.1943 0.06612 0.2577
texture_se smoothness_se compactness_se symmetry_se \
502 1.095 0.009702 0.01567 0.02801
fractal_dimension_se Unnamed: 32
502 0.00248 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
56 857637 M 19.21 18.57 0.1053
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
56 0.1267 0.1917 0.05961 0.7275
texture_se smoothness_se compactness_se symmetry_se \
56 1.193 0.006458 0.02306 0.01852
fractal_dimension_se Unnamed: 32
56 0.002608 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
320 894604 B 10.25 16.18 0.1061
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
320 0.1111 0.1743 0.07279 0.3677
texture_se smoothness_se compactness_se symmetry_se \
320 1.471 0.01049 0.04265 0.02719
fractal_dimension_se Unnamed: 32
320 0.007596 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
252 885429 M 19.73 19.82 0.1062
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
252 0.1849 0.1733 0.06697 0.7661
texture_se smoothness_se compactness_se symmetry_se \
252 0.78 0.008482 0.05057 0.01467
fractal_dimension_se Unnamed: 32
252 0.007259 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
202 878796 M 23.29 26.67 0.1141
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
202 0.2084 0.22 0.06229 0.5539
texture_se smoothness_se compactness_se symmetry_se \
202 1.56 0.009327 0.05121 0.02175
fractal_dimension_se Unnamed: 32
202 0.005195 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
240 88350402 B 13.64 15.6 0.09423
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
240 0.0663 0.1717 0.0566 0.3242
texture_se smoothness_se compactness_se symmetry_se \
240 0.6612 0.00647 0.01248 0.01898
fractal_dimension_se Unnamed: 32
240 0.001794 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
261 888264 M 17.35 23.06 0.08662
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
261 0.0629 0.1564 0.05307 0.4007
texture_se smoothness_se compactness_se symmetry_se \
261 1.317 0.005726 0.01106 0.01411
fractal_dimension_se Unnamed: 32
261 0.001578 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
339 89812 M 23.51 24.27 0.1069
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
339 0.1283 0.1797 0.05506 1.009
texture_se smoothness_se compactness_se symmetry_se \
339 0.9245 0.006292 0.01971 0.01479
fractal_dimension_se Unnamed: 32
339 0.003118 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
276 8911230 B 11.33 14.16 0.09379
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
276 0.03872 0.1954 0.05821 0.2375
texture_se smoothness_se compactness_se symmetry_se \
276 1.28 0.008426 0.008998 0.02358
fractal_dimension_se Unnamed: 32
276 0.001627 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
505 915276 B 9.676 13.14 0.1255
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
505 0.2204 0.2057 0.09575 0.2744
texture_se smoothness_se compactness_se symmetry_se \
505 1.39 0.02177 0.04888 0.02632
fractal_dimension_se Unnamed: 32
505 0.01148 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
154 8711002 B 13.15 15.34 0.09384
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
154 0.08498 0.1822 0.06207 0.271
texture_se smoothness_se compactness_se symmetry_se \
154 0.7927 0.008584 0.02017 0.02769
fractal_dimension_se Unnamed: 32
154 0.003479 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
262 888570 M 17.29 22.13 0.08999
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
262 0.1273 0.2108 0.05464 0.8348
texture_se smoothness_se compactness_se symmetry_se \
262 1.633 0.006717 0.05981 0.02747
fractal_dimension_se Unnamed: 32
262 0.005838 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
229 881861 M 12.83 22.33 0.1088
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
229 0.1799 0.2123 0.07254 0.3061
texture_se smoothness_se compactness_se symmetry_se \
229 1.069 0.006983 0.03858 0.0168
fractal_dimension_se Unnamed: 32
229 0.005617 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
171 87163 M 13.43 19.63 0.09048
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
171 0.06288 0.1598 0.05671 0.4697
texture_se smoothness_se compactness_se symmetry_se \
171 1.147 0.006003 0.01063 0.0152
fractal_dimension_se Unnamed: 32
171 0.001868 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
454 911202 B 12.62 17.15 0.08583
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
454 0.0543 0.1799 0.05826 0.1692
texture_se smoothness_se compactness_se symmetry_se \
454 0.6674 0.003888 0.008539 0.01608
fractal_dimension_se Unnamed: 32
454 0.001638 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
158 871122 B 12.06 12.74 0.09311
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
158 0.05241 0.159 0.05907 0.1822
texture_se smoothness_se compactness_se symmetry_se \
158 0.7285 0.005528 0.009789 0.01465
fractal_dimension_se Unnamed: 32
158 0.00253 NaN ,
id diagnosis radius_mean texture_mean smoothness_mean \
415 905686 B 11.89 21.17 0.09773
compactness_mean symmetry_mean fractal_dimension_mean radius_se \
415 0.0812 0.2019 0.0629 0.2747
texture_se smoothness_se compactness_se symmetry_se \
415 1.203 0.009895 0.03053 0.02258
fractal_dimension_se Unnamed: 32
415 0.002272 NaN ]
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
| id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 897880 | B | 10.05 | 17.53 | 0.1007 | 0.07326 | 0.189 | 0.06331 | 0.2619 | 2.015 | 0.007803 | 0.01449 | 0.021 | 0.002778 | NaN |
| 1 | 923748 | B | 10.86 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.304 | 0.009579 | 0.01104 | 0.03004 | 0.002228 | NaN |
| 2 | 874158 | B | 10.08 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.268 | 0.01439 | 0.012 | 0.02538 | 0.00347 | NaN |
| 3 | 89344 | B | 13.2 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 8810158 | B | 13.11 | 22.54 | 0.1002 | 0.1483 | 0.185 | 0.0731 | 0.1931 | 0.9223 | 0.005251 | 0.03041 | 0.02514 | 0.004198 | NaN |
| 5 | 883852 | B | 11.3 | 18.19 | 0.09592 | 0.1325 | 0.2054 | 0.07669 | 0.2428 | 1.642 | 0.006663 | 0.05914 | 0.01995 | 0.008675 | NaN |
| 6 | 893988 | B | 11.54 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.061 | 0.1312 | 0.3602 | 0.004124 | 0.0134 | 0.02032 | 0.001952 | NaN |
| 7 | 88299702 | M | 23.21 | 26.97 | 0.09509 | 0.1682 | 0.1909 | 0.06309 | 1.058 | 0.9635 | 0.006428 | 0.02863 | 0.0159 | 0.003053 | NaN |
| 8 | 8610629 | B | 13.53 | 10.94 | 0.1291 | 0.1047 | 0.2403 | 0.06641 | 0.4101 | 1.014 | 0.0134 | 0.02839 | 0.02572 | 0.006164 | NaN |
| 9 | 891703 | B | 11.85 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.207 | 1.238 | 0.007595 | 0.015 | 0.01792 | 0.001784 | NaN |
| 10 | 926682 | M | 20.13 | 28.25 | 0.0978 | 0.1034 | 0.1752 | 0.05533 | 0.7655 | 2.463 | 0.005769 | 0.02423 | 0.01898 | 0.002498 | NaN |
| 11 | 913535 | M | 16.69 | 20.2 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.01446 | 0.01961 | 0.0017 | NaN |
| 12 | 901028 | B | 13.87 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.363 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 86409 | B | 14.26 | 19.65 | 0.07837 | 0.2233 | 0.1704 | 0.07769 | 0.3628 | 1.49 | 0.005298 | 0.07446 | 0.02566 | 0.01298 | NaN |
| 14 | 91813701 | B | 13.46 | 18.75 | 0.1075 | 0.1138 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.01443 | 0.01354 | 0.001787 | NaN |
| 15 | 879804 | B | 9.876 | 17.27 | 0.1089 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.342 | 0.009719 | 0.01249 | 0.0221 | 0.002472 | NaN |
| 16 | 909220 | B | 14.04 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.046 | 0.007976 | 0.01295 | 0.02005 | 0.00283 | NaN |
| 17 | 903507 | M | 15.49 | 19.97 | 0.116 | 0.1562 | 0.1929 | 0.06744 | 0.647 | 1.331 | 0.007269 | 0.02928 | 0.01852 | 0.004232 | NaN |
| 18 | 909445 | M | 17.27 | 25.42 | 0.08331 | 0.1109 | 0.1467 | 0.05407 | 0.51 | 1.679 | 0.008109 | 0.04308 | 0.01594 | 0.003739 | NaN |
| 19 | 868682 | B | 11.43 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.01521 | 0.01501 | 0.001588 | NaN |
| 20 | 881972 | M | 17.05 | 19.08 | 0.1141 | 0.1572 | 0.2131 | 0.06325 | 0.2959 | 0.679 | 0.005532 | 0.02008 | 0.01177 | 0.002336 | NaN |
| 21 | 84458202 | M | 13.71 | 20.83 | 0.1189 | 0.1645 | 0.2196 | 0.07451 | 0.5835 | 1.377 | 0.008805 | 0.03029 | 0.01486 | 0.005412 | NaN |
| 22 | 8711003 | B | 12.25 | 17.94 | 0.08654 | 0.06679 | 0.197 | 0.06228 | 0.22 | 0.9823 | 0.005518 | 0.01562 | 0.01799 | 0.002484 | NaN |
| 23 | 874217 | M | 18.31 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 862722 | B | 6.981 | 13.43 | 0.117 | 0.07568 | 0.193 | 0.07818 | 0.2241 | 1.508 | 0.01019 | 0.01084 | 0.02659 | 0.0041 | NaN |
| 25 | 87106 | B | 11.15 | 13.08 | 0.09754 | 0.05113 | 0.183 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 853401 | M | 18.63 | 25.11 | 0.1064 | 0.1887 | 0.2183 | 0.06197 | 0.8307 | 1.466 | 0.006248 | 0.03374 | 0.02007 | 0.00456 | NaN |
| 27 | 91903901 | B | 11.67 | 20.02 | 0.1016 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.01727 | 0.01449 | 0.002671 | NaN |
| 28 | 857156 | B | 13.49 | 22.3 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.353 | 0.004455 | 0.01382 | 0.01641 | 0.001956 | NaN |
| 29 | 892399 | B | 10.51 | 23.09 | 0.1015 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.143 | 0.01017 | 0.01443 | 0.03464 | 0.001971 | NaN |
| 30 | 91505 | B | 12.54 | 16.32 | 0.1158 | 0.1085 | 0.1943 | 0.06612 | 0.2577 | 1.095 | 0.009702 | 0.01567 | 0.02801 | 0.00248 | NaN |
| 31 | 857637 | M | 19.21 | 18.57 | 0.1053 | 0.1267 | 0.1917 | 0.05961 | 0.7275 | 1.193 | 0.006458 | 0.02306 | 0.01852 | 0.002608 | NaN |
| 32 | 894604 | B | 10.25 | 16.18 | 0.1061 | 0.1111 | 0.1743 | 0.07279 | 0.3677 | 1.471 | 0.01049 | 0.04265 | 0.02719 | 0.007596 | NaN |
| 33 | 885429 | M | 19.73 | 19.82 | 0.1062 | 0.1849 | 0.1733 | 0.06697 | 0.7661 | 0.78 | 0.008482 | 0.05057 | 0.01467 | 0.007259 | NaN |
| 34 | 878796 | M | 23.29 | 26.67 | 0.1141 | 0.2084 | 0.22 | 0.06229 | 0.5539 | 1.56 | 0.009327 | 0.05121 | 0.02175 | 0.005195 | NaN |
| 35 | 88350402 | B | 13.64 | 15.6 | 0.09423 | 0.0663 | 0.1717 | 0.0566 | 0.3242 | 0.6612 | 0.00647 | 0.01248 | 0.01898 | 0.001794 | NaN |
| 36 | 888264 | M | 17.35 | 23.06 | 0.08662 | 0.0629 | 0.1564 | 0.05307 | 0.4007 | 1.317 | 0.005726 | 0.01106 | 0.01411 | 0.001578 | NaN |
| 37 | 89812 | M | 23.51 | 24.27 | 0.1069 | 0.1283 | 0.1797 | 0.05506 | 1.009 | 0.9245 | 0.006292 | 0.01971 | 0.01479 | 0.003118 | NaN |
| 38 | 8911230 | B | 11.33 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.28 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 915276 | B | 9.676 | 13.14 | 0.1255 | 0.2204 | 0.2057 | 0.09575 | 0.2744 | 1.39 | 0.02177 | 0.04888 | 0.02632 | 0.01148 | NaN |
| 40 | 8711002 | B | 13.15 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.271 | 0.7927 | 0.008584 | 0.02017 | 0.02769 | 0.003479 | NaN |
| 41 | 888570 | M | 17.29 | 22.13 | 0.08999 | 0.1273 | 0.2108 | 0.05464 | 0.8348 | 1.633 | 0.006717 | 0.05981 | 0.02747 | 0.005838 | NaN |
| 42 | 881861 | M | 12.83 | 22.33 | 0.1088 | 0.1799 | 0.2123 | 0.07254 | 0.3061 | 1.069 | 0.006983 | 0.03858 | 0.0168 | 0.005617 | NaN |
| 43 | 87163 | M | 13.43 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.147 | 0.006003 | 0.01063 | 0.0152 | 0.001868 | NaN |
| 44 | 911202 | B | 12.62 | 17.15 | 0.08583 | 0.0543 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 871122 | B | 12.06 | 12.74 | 0.09311 | 0.05241 | 0.159 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.00253 | NaN |
| 46 | 905686 | B | 11.89 | 21.17 | 0.09773 | 0.0812 | 0.2019 | 0.0629 | 0.2747 | 1.203 | 0.009895 | 0.03053 | 0.02258 | 0.002272 | NaN |
# saving the dataframe
df1.to_csv('Misclassified_Results_of_DT_Model.csv')
np.reshape(df_new,[47,1,15])
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],
[[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],
[[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],
[[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],
[[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],
[[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],
[[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],
[[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],
[[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],
[[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],
[[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],
[[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],
[[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],
[[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],
[[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],
[[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],
[[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],
[[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],
[[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],
[[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],
[[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],
[[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],
[[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],
[[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],
[[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],
[[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],
[[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],
[[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],
[[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],
[[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],
[[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],
[[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],
[[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],
[[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],
[[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],
[[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],
[[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],
[[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],
[[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],
[[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],
[[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],
[[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],
[[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],
[[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],
[[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],
[[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],
[[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
dtype=object)
from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train,y_train)
RandomForestClassifier()
y_pred=rfc.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",rfc.score(x_train,y_train)*100)
precision recall f1-score support
B 0.96 0.99 0.97 67
M 0.98 0.94 0.96 47
accuracy 0.96 114
macro avg 0.97 0.96 0.96 114
weighted avg 0.97 0.96 0.96 114
[[66 1]
[ 3 44]]
Training Score: 100.0
print(accuracy_score(y_test,y_pred)*100)
96.49122807017544
Random Forest Classifier got the highest accuracy
Misclassified_Results_of_LR_Model = pd.read_csv('Misclassified_Results_of_LR_Model.csv')
Misclassified_Results_of_LR_Model
| Unnamed: 0 | id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | B | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | B | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | B | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | B | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | B | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | B | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | B | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | M | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | B | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | B | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | M | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | M | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | B | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | B | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | B | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | B | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | B | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | M | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | M | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | B | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | M | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | M | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | B | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | M | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | B | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | B | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | M | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | B | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | B | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | B | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | B | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | M | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | B | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | M | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | M | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | B | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | M | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | M | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | B | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | B | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | B | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | M | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | M | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | M | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | B | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | B | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | B | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_LR_Model_y = Misclassified_Results_of_LR_Model['diagnosis']
Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model.drop(['diagnosis'], axis = 1)
Misclassified_Results_of_LR_Model_x
| Unnamed: 0 | id | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.drop(['Unnamed: 32','id'], axis = 1)
# Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.fillna(Misclassified_Results_of_LR_Model_x.mean())
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_LR_Model_x,Misclassified_Results_of_LR_Model_y,test_size=0.2,random_state=0)
x_train_miss
| Unnamed: 0 | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 27 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 |
| 32 | 32 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 |
| 29 | 29 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 |
| 43 | 43 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 |
| 2 | 2 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 |
| 45 | 45 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 |
| 26 | 26 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 |
| 15 | 15 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 |
| 25 | 25 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 |
| 16 | 16 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 |
| 40 | 40 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 |
| 20 | 20 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 |
| 41 | 41 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 |
| 8 | 8 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 |
| 13 | 13 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 |
| 5 | 5 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 |
| 17 | 17 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 |
| 34 | 34 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 |
| 14 | 14 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 |
| 37 | 37 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 |
| 7 | 7 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 |
| 38 | 38 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 |
| 1 | 1 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 |
| 12 | 12 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 |
| 35 | 35 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 |
| 24 | 24 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 |
| 6 | 6 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 |
| 23 | 23 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 |
| 36 | 36 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 |
| 21 | 21 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 |
| 19 | 19 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 |
| 9 | 9 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 |
| 39 | 39 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 |
| 46 | 46 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 |
| 3 | 3 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 |
| 0 | 0 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 |
| 44 | 44 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 |
from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
RandomForestClassifier()
y_pred_Misclassified_Results_of_LR_Model = rfc.predict(x_test_miss)
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))
precision recall f1-score support
B 0.67 1.00 0.80 4
M 1.00 0.67 0.80 6
accuracy 0.80 10
macro avg 0.83 0.83 0.80 10
weighted avg 0.87 0.80 0.80 10
[[4 0]
[2 4]]
Misclassified_Results_of_DT_Model = pd.read_csv('Misclassified_Results_of_DT_Model.csv')
Misclassified_Results_of_DT_Model
| Unnamed: 0 | id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | B | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | B | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | B | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | B | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | B | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | B | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | B | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | M | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | B | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | B | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | M | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | M | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | B | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | B | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | B | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | B | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | B | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | M | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | M | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | B | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | M | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | M | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | B | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | M | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | B | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | B | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | M | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | B | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | B | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | B | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | B | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | M | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | B | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | M | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | M | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | B | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | M | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | M | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | B | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | B | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | B | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | M | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | M | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | M | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | B | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | B | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | B | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_DT_Model_y = Misclassified_Results_of_DT_Model['diagnosis']
Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model.drop(['diagnosis'], axis = 1)
Misclassified_Results_of_DT_Model_x
| Unnamed: 0 | id | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model_x.drop(['Unnamed: 32','id'], axis = 1)
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_DT_Model_x,Misclassified_Results_of_DT_Model_y,test_size=0.2,random_state=0)
x_train_miss
| Unnamed: 0 | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 27 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 |
| 32 | 32 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 |
| 29 | 29 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 |
| 43 | 43 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 |
| 2 | 2 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 |
| 45 | 45 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 |
| 26 | 26 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 |
| 15 | 15 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 |
| 25 | 25 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 |
| 16 | 16 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 |
| 40 | 40 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 |
| 20 | 20 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 |
| 41 | 41 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 |
| 8 | 8 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 |
| 13 | 13 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 |
| 5 | 5 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 |
| 17 | 17 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 |
| 34 | 34 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 |
| 14 | 14 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 |
| 37 | 37 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 |
| 7 | 7 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 |
| 38 | 38 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 |
| 1 | 1 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 |
| 12 | 12 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 |
| 35 | 35 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 |
| 24 | 24 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 |
| 6 | 6 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 |
| 23 | 23 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 |
| 36 | 36 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 |
| 21 | 21 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 |
| 19 | 19 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 |
| 9 | 9 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 |
| 39 | 39 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 |
| 46 | 46 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 |
| 3 | 3 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 |
| 0 | 0 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 |
| 44 | 44 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 |
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
RandomForestClassifier()
y_pred_Misclassified_Results_of_DT_Model = rfc.predict(x_test_miss)
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))
precision recall f1-score support
B 1.00 1.00 1.00 4
M 1.00 1.00 1.00 6
accuracy 1.00 10
macro avg 1.00 1.00 1.00 10
weighted avg 1.00 1.00 1.00 10
[[4 0]
[0 6]]
Misclassified_Results_of_NB_Model = pd.read_csv('Misclassified_Results_of_NB_Model.csv')
Misclassified_Results_of_NB_Model
| Unnamed: 0 | id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | B | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | B | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | B | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | B | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | B | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | B | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | B | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | M | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | B | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | B | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | M | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | M | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | B | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | B | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | B | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | B | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | B | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | M | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | M | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | B | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | M | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | M | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | B | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | M | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | B | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | B | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | M | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | B | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | B | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | B | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | B | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | M | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | B | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | M | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | M | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | B | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | M | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | M | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | B | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | B | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | B | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | M | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | M | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | M | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | B | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | B | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | B | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_NB_Model_y = Misclassified_Results_of_NB_Model['diagnosis']
Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model.drop(['diagnosis'], axis = 1)
Misclassified_Results_of_NB_Model_x
| Unnamed: 0 | id | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model_x.drop(['Unnamed: 32','id'], axis = 1)
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_NB_Model_x,Misclassified_Results_of_NB_Model_y,test_size=0.2,random_state=0)
x_train_miss
| Unnamed: 0 | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 27 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 |
| 32 | 32 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 |
| 29 | 29 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 |
| 43 | 43 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 |
| 2 | 2 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 |
| 45 | 45 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 |
| 26 | 26 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 |
| 15 | 15 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 |
| 25 | 25 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 |
| 16 | 16 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 |
| 40 | 40 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 |
| 20 | 20 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 |
| 41 | 41 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 |
| 8 | 8 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 |
| 13 | 13 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 |
| 5 | 5 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 |
| 17 | 17 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 |
| 34 | 34 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 |
| 14 | 14 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 |
| 37 | 37 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 |
| 7 | 7 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 |
| 38 | 38 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 |
| 1 | 1 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 |
| 12 | 12 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 |
| 35 | 35 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 |
| 24 | 24 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 |
| 6 | 6 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 |
| 23 | 23 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 |
| 36 | 36 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 |
| 21 | 21 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 |
| 19 | 19 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 |
| 9 | 9 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 |
| 39 | 39 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 |
| 46 | 46 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 |
| 3 | 3 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 |
| 0 | 0 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 |
| 44 | 44 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 |
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
RandomForestClassifier()
y_pred_Misclassified_Results_of_NB_Model = rfc.predict(x_test_miss)
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))
precision recall f1-score support
B 0.80 1.00 0.89 4
M 1.00 0.83 0.91 6
accuracy 0.90 10
macro avg 0.90 0.92 0.90 10
weighted avg 0.92 0.90 0.90 10
[[4 0]
[1 5]]
Misclassified_Results_of_KNN_Model = pd.read_csv('Misclassified_Results_of_KNN_Model.csv')
Misclassified_Results_of_KNN_Model
| Unnamed: 0 | id | diagnosis | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | B | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | B | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | B | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | B | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | B | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | B | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | B | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | M | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | B | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | B | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | M | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | M | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | B | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | B | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | B | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | B | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | B | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | M | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | M | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | B | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | M | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | M | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | B | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | M | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | B | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | B | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | M | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | B | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | B | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | B | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | B | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | M | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | B | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | M | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | M | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | B | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | M | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | M | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | B | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | B | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | B | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | M | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | M | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | M | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | B | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | B | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | B | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_KNN_Model_y = Misclassified_Results_of_KNN_Model['diagnosis']
Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model.drop(['diagnosis'], axis = 1)
Misclassified_Results_of_KNN_Model_x
| Unnamed: 0 | id | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | Unnamed: 32 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 897880 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 | NaN |
| 1 | 1 | 923748 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 | NaN |
| 2 | 2 | 874158 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 | NaN |
| 3 | 3 | 89344 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 | NaN |
| 4 | 4 | 8810158 | 13.110 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.030410 | 0.02514 | 0.004198 | NaN |
| 5 | 5 | 883852 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 | NaN |
| 6 | 6 | 893988 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 | NaN |
| 7 | 7 | 88299702 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 | NaN |
| 8 | 8 | 8610629 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 | NaN |
| 9 | 9 | 891703 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 | NaN |
| 10 | 10 | 926682 | 20.130 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.024230 | 0.01898 | 0.002498 | NaN |
| 11 | 11 | 913535 | 16.690 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.014460 | 0.01961 | 0.001700 | NaN |
| 12 | 12 | 901028 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 | NaN |
| 13 | 13 | 86409 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 | NaN |
| 14 | 14 | 91813701 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 | NaN |
| 15 | 15 | 879804 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 | NaN |
| 16 | 16 | 909220 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 | NaN |
| 17 | 17 | 903507 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 | NaN |
| 18 | 18 | 909445 | 17.270 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.043080 | 0.01594 | 0.003739 | NaN |
| 19 | 19 | 868682 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 | NaN |
| 20 | 20 | 881972 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 | NaN |
| 21 | 21 | 84458202 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 | NaN |
| 22 | 22 | 8711003 | 12.250 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.015620 | 0.01799 | 0.002484 | NaN |
| 23 | 23 | 874217 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 | NaN |
| 24 | 24 | 862722 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 | NaN |
| 25 | 25 | 87106 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 | NaN |
| 26 | 26 | 853401 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 | NaN |
| 27 | 27 | 91903901 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 | NaN |
| 28 | 28 | 857156 | 13.490 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.013820 | 0.01641 | 0.001956 | NaN |
| 29 | 29 | 892399 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 | NaN |
| 30 | 30 | 91505 | 12.540 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.015670 | 0.02801 | 0.002480 | NaN |
| 31 | 31 | 857637 | 19.210 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.023060 | 0.01852 | 0.002608 | NaN |
| 32 | 32 | 894604 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 | NaN |
| 33 | 33 | 885429 | 19.730 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.050570 | 0.01467 | 0.007259 | NaN |
| 34 | 34 | 878796 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 | NaN |
| 35 | 35 | 88350402 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 | NaN |
| 36 | 36 | 888264 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 | NaN |
| 37 | 37 | 89812 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 | NaN |
| 38 | 38 | 8911230 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 | NaN |
| 39 | 39 | 915276 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 | NaN |
| 40 | 40 | 8711002 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 | NaN |
| 41 | 41 | 888570 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 | NaN |
| 42 | 42 | 881861 | 12.830 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.038580 | 0.01680 | 0.005617 | NaN |
| 43 | 43 | 87163 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 | NaN |
| 44 | 44 | 911202 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 | NaN |
| 45 | 45 | 871122 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 | NaN |
| 46 | 46 | 905686 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 | NaN |
Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model_x.drop(['Unnamed: 32','id'], axis = 1)
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_KNN_Model_x,Misclassified_Results_of_KNN_Model_y,test_size=0.2,random_state=0)
x_train_miss
| Unnamed: 0 | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 27 | 11.670 | 20.02 | 0.10160 | 0.09453 | 0.1859 | 0.06461 | 0.2067 | 0.8745 | 0.005251 | 0.017270 | 0.01449 | 0.002671 |
| 32 | 32 | 10.250 | 16.18 | 0.10610 | 0.11110 | 0.1743 | 0.07279 | 0.3677 | 1.4710 | 0.010490 | 0.042650 | 0.02719 | 0.007596 |
| 29 | 29 | 10.510 | 23.09 | 0.10150 | 0.06797 | 0.1695 | 0.06556 | 0.2868 | 1.1430 | 0.010170 | 0.014430 | 0.03464 | 0.001971 |
| 43 | 43 | 13.430 | 19.63 | 0.09048 | 0.06288 | 0.1598 | 0.05671 | 0.4697 | 1.1470 | 0.006003 | 0.010630 | 0.01520 | 0.001868 |
| 2 | 2 | 10.080 | 15.11 | 0.09267 | 0.04695 | 0.1703 | 0.06048 | 0.4245 | 1.2680 | 0.014390 | 0.012000 | 0.02538 | 0.003470 |
| 45 | 45 | 12.060 | 12.74 | 0.09311 | 0.05241 | 0.1590 | 0.05907 | 0.1822 | 0.7285 | 0.005528 | 0.009789 | 0.01465 | 0.002530 |
| 26 | 26 | 18.630 | 25.11 | 0.10640 | 0.18870 | 0.2183 | 0.06197 | 0.8307 | 1.4660 | 0.006248 | 0.033740 | 0.02007 | 0.004560 |
| 15 | 15 | 9.876 | 17.27 | 0.10890 | 0.07232 | 0.1934 | 0.06285 | 0.2137 | 1.3420 | 0.009719 | 0.012490 | 0.02210 | 0.002472 |
| 25 | 25 | 11.150 | 13.08 | 0.09754 | 0.05113 | 0.1830 | 0.06105 | 0.2251 | 0.7815 | 0.009019 | 0.008985 | 0.02388 | 0.001619 |
| 16 | 16 | 14.040 | 15.98 | 0.08458 | 0.05895 | 0.1714 | 0.05898 | 0.3892 | 1.0460 | 0.007976 | 0.012950 | 0.02005 | 0.002830 |
| 40 | 40 | 13.150 | 15.34 | 0.09384 | 0.08498 | 0.1822 | 0.06207 | 0.2710 | 0.7927 | 0.008584 | 0.020170 | 0.02769 | 0.003479 |
| 20 | 20 | 17.050 | 19.08 | 0.11410 | 0.15720 | 0.2131 | 0.06325 | 0.2959 | 0.6790 | 0.005532 | 0.020080 | 0.01177 | 0.002336 |
| 41 | 41 | 17.290 | 22.13 | 0.08999 | 0.12730 | 0.2108 | 0.05464 | 0.8348 | 1.6330 | 0.006717 | 0.059810 | 0.02747 | 0.005838 |
| 8 | 8 | 13.530 | 10.94 | 0.12910 | 0.10470 | 0.2403 | 0.06641 | 0.4101 | 1.0140 | 0.013400 | 0.028390 | 0.02572 | 0.006164 |
| 13 | 13 | 14.260 | 19.65 | 0.07837 | 0.22330 | 0.1704 | 0.07769 | 0.3628 | 1.4900 | 0.005298 | 0.074460 | 0.02566 | 0.012980 |
| 5 | 5 | 11.300 | 18.19 | 0.09592 | 0.13250 | 0.2054 | 0.07669 | 0.2428 | 1.6420 | 0.006663 | 0.059140 | 0.01995 | 0.008675 |
| 17 | 17 | 15.490 | 19.97 | 0.11600 | 0.15620 | 0.1929 | 0.06744 | 0.6470 | 1.3310 | 0.007269 | 0.029280 | 0.01852 | 0.004232 |
| 34 | 34 | 23.290 | 26.67 | 0.11410 | 0.20840 | 0.2200 | 0.06229 | 0.5539 | 1.5600 | 0.009327 | 0.051210 | 0.02175 | 0.005195 |
| 14 | 14 | 13.460 | 18.75 | 0.10750 | 0.11380 | 0.1723 | 0.06317 | 0.1998 | 0.6068 | 0.004413 | 0.014430 | 0.01354 | 0.001787 |
| 37 | 37 | 23.510 | 24.27 | 0.10690 | 0.12830 | 0.1797 | 0.05506 | 1.0090 | 0.9245 | 0.006292 | 0.019710 | 0.01479 | 0.003118 |
| 7 | 7 | 23.210 | 26.97 | 0.09509 | 0.16820 | 0.1909 | 0.06309 | 1.0580 | 0.9635 | 0.006428 | 0.028630 | 0.01590 | 0.003053 |
| 38 | 38 | 11.330 | 14.16 | 0.09379 | 0.03872 | 0.1954 | 0.05821 | 0.2375 | 1.2800 | 0.008426 | 0.008998 | 0.02358 | 0.001627 |
| 1 | 1 | 10.860 | 21.48 | 0.07431 | 0.04227 | 0.1661 | 0.05948 | 0.3163 | 1.3040 | 0.009579 | 0.011040 | 0.03004 | 0.002228 |
| 12 | 12 | 13.870 | 16.21 | 0.08743 | 0.05492 | 0.1424 | 0.05883 | 0.2543 | 1.3630 | 0.005638 | 0.007939 | 0.01544 | 0.002087 |
| 35 | 35 | 13.640 | 15.60 | 0.09423 | 0.06630 | 0.1717 | 0.05660 | 0.3242 | 0.6612 | 0.006470 | 0.012480 | 0.01898 | 0.001794 |
| 24 | 24 | 6.981 | 13.43 | 0.11700 | 0.07568 | 0.1930 | 0.07818 | 0.2241 | 1.5080 | 0.010190 | 0.010840 | 0.02659 | 0.004100 |
| 6 | 6 | 11.540 | 10.72 | 0.08597 | 0.05969 | 0.1833 | 0.06100 | 0.1312 | 0.3602 | 0.004124 | 0.013400 | 0.02032 | 0.001952 |
| 23 | 23 | 18.310 | 18.58 | 0.08588 | 0.08468 | 0.1621 | 0.05425 | 0.2577 | 0.4757 | 0.002866 | 0.009181 | 0.01069 | 0.001087 |
| 36 | 36 | 17.350 | 23.06 | 0.08662 | 0.06290 | 0.1564 | 0.05307 | 0.4007 | 1.3170 | 0.005726 | 0.011060 | 0.01411 | 0.001578 |
| 21 | 21 | 13.710 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.030290 | 0.01486 | 0.005412 |
| 19 | 19 | 11.430 | 15.39 | 0.09639 | 0.06889 | 0.1734 | 0.05865 | 0.1759 | 0.9938 | 0.005133 | 0.015210 | 0.01501 | 0.001588 |
| 9 | 9 | 11.850 | 17.46 | 0.08372 | 0.05642 | 0.1875 | 0.05715 | 0.2070 | 1.2380 | 0.007595 | 0.015000 | 0.01792 | 0.001784 |
| 39 | 39 | 9.676 | 13.14 | 0.12550 | 0.22040 | 0.2057 | 0.09575 | 0.2744 | 1.3900 | 0.021770 | 0.048880 | 0.02632 | 0.011480 |
| 46 | 46 | 11.890 | 21.17 | 0.09773 | 0.08120 | 0.2019 | 0.06290 | 0.2747 | 1.2030 | 0.009895 | 0.030530 | 0.02258 | 0.002272 |
| 3 | 3 | 13.200 | 15.82 | 0.08511 | 0.05251 | 0.1632 | 0.05894 | 0.1903 | 0.5735 | 0.003632 | 0.007861 | 0.01344 | 0.002585 |
| 0 | 0 | 10.050 | 17.53 | 0.10070 | 0.07326 | 0.1890 | 0.06331 | 0.2619 | 2.0150 | 0.007803 | 0.014490 | 0.02100 | 0.002778 |
| 44 | 44 | 12.620 | 17.15 | 0.08583 | 0.05430 | 0.1799 | 0.05826 | 0.1692 | 0.6674 | 0.003888 | 0.008539 | 0.01608 | 0.001638 |
x_test_miss
| Unnamed: 0 | radius_mean | texture_mean | smoothness_mean | compactness_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | smoothness_se | compactness_se | symmetry_se | fractal_dimension_se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28 | 28 | 13.49 | 22.30 | 0.08752 | 0.07698 | 0.1809 | 0.05718 | 0.2338 | 1.3530 | 0.004455 | 0.01382 | 0.01641 | 0.001956 |
| 33 | 33 | 19.73 | 19.82 | 0.10620 | 0.18490 | 0.1733 | 0.06697 | 0.7661 | 0.7800 | 0.008482 | 0.05057 | 0.01467 | 0.007259 |
| 30 | 30 | 12.54 | 16.32 | 0.11580 | 0.10850 | 0.1943 | 0.06612 | 0.2577 | 1.0950 | 0.009702 | 0.01567 | 0.02801 | 0.002480 |
| 4 | 4 | 13.11 | 22.54 | 0.10020 | 0.14830 | 0.1850 | 0.07310 | 0.1931 | 0.9223 | 0.005251 | 0.03041 | 0.02514 | 0.004198 |
| 18 | 18 | 17.27 | 25.42 | 0.08331 | 0.11090 | 0.1467 | 0.05407 | 0.5100 | 1.6790 | 0.008109 | 0.04308 | 0.01594 | 0.003739 |
| 11 | 11 | 16.69 | 20.20 | 0.07497 | 0.07112 | 0.1846 | 0.05325 | 0.2473 | 0.5679 | 0.002667 | 0.01446 | 0.01961 | 0.001700 |
| 42 | 42 | 12.83 | 22.33 | 0.10880 | 0.17990 | 0.2123 | 0.07254 | 0.3061 | 1.0690 | 0.006983 | 0.03858 | 0.01680 | 0.005617 |
| 31 | 31 | 19.21 | 18.57 | 0.10530 | 0.12670 | 0.1917 | 0.05961 | 0.7275 | 1.1930 | 0.006458 | 0.02306 | 0.01852 | 0.002608 |
| 22 | 22 | 12.25 | 17.94 | 0.08654 | 0.06679 | 0.1970 | 0.06228 | 0.2200 | 0.9823 | 0.005518 | 0.01562 | 0.01799 | 0.002484 |
| 10 | 10 | 20.13 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.4630 | 0.005769 | 0.02423 | 0.01898 | 0.002498 |
y_train_miss
27 B 32 B 29 B 43 M 2 B 45 B 26 M 15 B 25 B 16 B 40 B 20 M 41 M 8 B 13 B 5 B 17 M 34 M 14 B 37 M 7 M 38 B 1 B 12 B 35 B 24 B 6 B 23 M 36 M 21 M 19 B 9 B 39 B 46 B 3 B 0 B 44 B Name: diagnosis, dtype: object
y_test_miss
28 B 33 M 30 B 4 B 18 M 11 M 42 M 31 M 22 B 10 M Name: diagnosis, dtype: object
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
RandomForestClassifier()
y_pred_Misclassified_Results_of_KNN_Model = rfc.predict(x_test_miss)
y_pred_Misclassified_Results_of_KNN_Model
array(['B', 'M', 'B', 'B', 'M', 'M', 'B', 'M', 'B', 'M'], dtype=object)
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))
precision recall f1-score support
B 0.80 1.00 0.89 4
M 1.00 0.83 0.91 6
accuracy 0.90 10
macro avg 0.90 0.92 0.90 10
weighted avg 0.92 0.90 0.90 10
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